Part A¶

DOMAIN: Entertainment¶

CONTEXT:¶

Company X owns a movie application and repository which caters movie streaming to millions of users who on subscription basis. Company wants to automate the process of cast and crew information in each scene from a movie such that when a user pauses on the movie and clicks on cast information button, the app will show details of the actor in the scene. Company has an in-house computer vision and multimedia experts who need to detect faces from screen shots from the movie scene. The data labelling is already done. Since there higher time complexity is involved in the

DATA DESCRIPTION:¶

The dataset comprises of images and its mask for corresponding human face.

PROJECT OBJECTIVE:¶

To build a face detection system.

Steps and tasks: [ Total Score: 20 Marks]¶

1. Import and Understand the data¶

A. Import and read ‘images.npy’.¶

In [1]:
import numpy as np 
import pandas as pd 
from sklearn.model_selection import train_test_split
import tensorflow
import matplotlib.pyplot as plt
tensorflow.__version__
Out[1]:
'2.9.1'
In [2]:
images = np.load('images.npy',allow_pickle=True)
images.shape
Out[2]:
(409, 2)
In [3]:
fig = plt.figure(figsize=(15,8))
ax=fig.add_subplot(1,1,1)
plt.axis('off')
plt.imshow(images[11][0])
plt.show()
In [4]:
print(images[0][1])
[{'label': ['Face'], 'notes': '', 'points': [{'x': 0.08615384615384615, 'y': 0.3063063063063063}, {'x': 0.1723076923076923, 'y': 0.45345345345345345}], 'imageWidth': 650, 'imageHeight': 333}, {'label': ['Face'], 'notes': '', 'points': [{'x': 0.583076923076923, 'y': 0.2912912912912913}, {'x': 0.6584615384615384, 'y': 0.46846846846846846}], 'imageWidth': 650, 'imageHeight': 333}]

B. Split the data into Features(X) & labels(Y). Unify shape of all the images.¶

Imp Note: Replace all the pixels within masked area with 1.

Hint: X will comprise of array of image whereas Y will comprise of coordinates of the mask(human face). Observe: data[0], data[0][0], data[0][1].

data= pd.DataFrame({'X':images[0],'Y':images[1]})

In [5]:
IMAGE_WIDTH = 224
IMAGE_HEIGHT = 224
IMAGE_SIZE = 224
ALPHA = 1
In [6]:
import cv2
from keras.applications.imagenet_utils import preprocess_input
In [7]:
Y = np.zeros((int(images.shape[0]),IMAGE_HEIGHT,IMAGE_WIDTH ))
X = np.zeros((int(images.shape[0]),IMAGE_HEIGHT,IMAGE_WIDTH,3))
for index in range(images.shape[0]):
    img = images[index][0]
    img = cv2.resize(img,dsize= (IMAGE_HEIGHT,IMAGE_WIDTH), interpolation = cv2.INTER_CUBIC)
    try:
        img = img[:,:,:3]
    except:
        continue
    X[index] = preprocess_input(np.array(img,dtype = np.float32))
    for i in images[index][1]:
        x1 = int (i['points'][0]['x']* IMAGE_WIDTH)
        x2 = int (i['points'][1]['x']* IMAGE_WIDTH)
        y1 = int (i['points'][0]['y']* IMAGE_HEIGHT)
        y2 = int (i['points'][1]['y']* IMAGE_HEIGHT)
        Y[index] [y1:y2, x1:x2] = 1
In [8]:
X.shape
Out[8]:
(409, 224, 224, 3)
In [9]:
Y.shape
Out[9]:
(409, 224, 224)

C. Split the data into train and test[400:9].¶

In [10]:
X_train,X_test,y_train,y_test= train_test_split(X,Y,test_size= 9)
In [11]:
X_train.shape
Out[11]:
(400, 224, 224, 3)
In [12]:
y_train.shape
Out[12]:
(400, 224, 224)
In [13]:
X_test.shape
Out[13]:
(9, 224, 224, 3)
In [14]:
y_test.shape
Out[14]:
(9, 224, 224)

D. Select random image from the train data and display original image and masked image.¶

In [15]:
fig = plt.figure(figsize=(15,8))
ax=fig.add_subplot(1,1,1)
plt.axis('off')
plt.imshow(images[11][0])
plt.show()
In [16]:
n=11
fig = plt.figure(figsize=(15,8))
ax = fig.add_subplot(1,1,1)
plt.axis('off')
_ = plt.imshow(X[n])
Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).
In [17]:
n=11 
fig = plt.figure(figsize = (15,8))
ax=fig.add_subplot(1,1,1)
plt.axis('off')
_=plt.imshow(Y[n])

2. Model building¶

A. Design a face mask detection model.¶

Hint: 1. Use MobileNet architecture for initial pre-trained non-trainable layers.

Hint: 2. Add appropriate Upsampling layers to imitate U-net architecture.

3. Test the model predictions on the test image: ‘image with index 3 in the test data’ and visualise the predicted masks on the faces in the image.¶

In [18]:
from tensorflow.keras.applications.mobilenet import MobileNet
from tensorflow.keras.layers import Concatenate, UpSampling2D, Conv2D, Reshape
from tensorflow.keras.models import Model
import tensorflow as tf
from keras.layers import BatchNormalization
import keras.models
#from keras.layers import concatenate


def conv_block_simple(prevlayer,filters,prefix,strides=(1,1)):
    conv = Conv2D(filters, (3,3), padding = 'same', kernel_initializer='he_normal', strides= strides, name = prefix+'_conv')(prevlayer)
    conv = BatchNormalization(name = prefix + 'BatchNormalization')(conv)
    conv= tf.keras.layers.Activation('relu', name = prefix + 'ActivationLayer')(conv)
    return conv

def create_model(trainable=True):
    model = MobileNet(input_shape=(IMAGE_HEIGHT, IMAGE_WIDTH, 3), include_top=False, alpha=ALPHA, weights="imagenet")

    for layer in model.layers:
        layer.trainable = trainable
        
    #block0 = model.layers[0].input    
    block1 = model.get_layer("conv_pw_13_relu").output
    block2 = model.get_layer("conv_pw_11_relu").output
    block3 = model.get_layer("conv_pw_5_relu").output
    block4 = model.get_layer("conv_pw_3_relu").output
    block5 = model.get_layer("conv_pw_1_relu").output
    
    up1 = Concatenate()([UpSampling2D()(block1),block2])
    conv6 = conv_block_simple(up1, 256, 'conv_6_1')
    conv6 = conv_block_simple(conv6, 256, 'conv_6_2')
    
    up2 = Concatenate()([UpSampling2D()(conv6),block3])
    conv7 = conv_block_simple(up2, 256, 'conv_7_1')
    conv7 = conv_block_simple(conv7, 256, 'conv_7_2')
    
    up3 = Concatenate()([UpSampling2D()(conv7),block4])
    conv8 = conv_block_simple(up3, 192, 'conv_8_1')
    conv8 = conv_block_simple(conv8, 128, 'conv_8_2')
    
    up4 = Concatenate()([UpSampling2D()(conv8),block5])
    conv9 = conv_block_simple(up4, 96, 'conv_9_1')
    conv9 = conv_block_simple(conv9, 64, 'conv_9_2')
    
    up5 = Concatenate()([UpSampling2D()(conv9),model.input])
    conv10 = conv_block_simple(up5, 48, 'conv_10_1')
    conv10 = conv_block_simple(conv10, 32, 'conv_10_2')
    conv10 = tf.keras.layers.SpatialDropout2D(0.2)(conv10)
    
    x= Conv2D(1, (1,1), activation = 'sigmoid')(conv10)
    x= Reshape((IMAGE_SIZE, IMAGE_SIZE))(x)
    return Model (inputs = model.input, outputs= x)
   

    
In [19]:
model = create_model(True)
model.summary()
Model: "model"
__________________________________________________________________________________________________
 Layer (type)                   Output Shape         Param #     Connected to                     
==================================================================================================
 input_1 (InputLayer)           [(None, 224, 224, 3  0           []                               
                                )]                                                                
                                                                                                  
 conv1 (Conv2D)                 (None, 112, 112, 32  864         ['input_1[0][0]']                
                                )                                                                 
                                                                                                  
 conv1_bn (BatchNormalization)  (None, 112, 112, 32  128         ['conv1[0][0]']                  
                                )                                                                 
                                                                                                  
 conv1_relu (ReLU)              (None, 112, 112, 32  0           ['conv1_bn[0][0]']               
                                )                                                                 
                                                                                                  
 conv_dw_1 (DepthwiseConv2D)    (None, 112, 112, 32  288         ['conv1_relu[0][0]']             
                                )                                                                 
                                                                                                  
 conv_dw_1_bn (BatchNormalizati  (None, 112, 112, 32  128        ['conv_dw_1[0][0]']              
 on)                            )                                                                 
                                                                                                  
 conv_dw_1_relu (ReLU)          (None, 112, 112, 32  0           ['conv_dw_1_bn[0][0]']           
                                )                                                                 
                                                                                                  
 conv_pw_1 (Conv2D)             (None, 112, 112, 64  2048        ['conv_dw_1_relu[0][0]']         
                                )                                                                 
                                                                                                  
 conv_pw_1_bn (BatchNormalizati  (None, 112, 112, 64  256        ['conv_pw_1[0][0]']              
 on)                            )                                                                 
                                                                                                  
 conv_pw_1_relu (ReLU)          (None, 112, 112, 64  0           ['conv_pw_1_bn[0][0]']           
                                )                                                                 
                                                                                                  
 conv_pad_2 (ZeroPadding2D)     (None, 113, 113, 64  0           ['conv_pw_1_relu[0][0]']         
                                )                                                                 
                                                                                                  
 conv_dw_2 (DepthwiseConv2D)    (None, 56, 56, 64)   576         ['conv_pad_2[0][0]']             
                                                                                                  
 conv_dw_2_bn (BatchNormalizati  (None, 56, 56, 64)  256         ['conv_dw_2[0][0]']              
 on)                                                                                              
                                                                                                  
 conv_dw_2_relu (ReLU)          (None, 56, 56, 64)   0           ['conv_dw_2_bn[0][0]']           
                                                                                                  
 conv_pw_2 (Conv2D)             (None, 56, 56, 128)  8192        ['conv_dw_2_relu[0][0]']         
                                                                                                  
 conv_pw_2_bn (BatchNormalizati  (None, 56, 56, 128)  512        ['conv_pw_2[0][0]']              
 on)                                                                                              
                                                                                                  
 conv_pw_2_relu (ReLU)          (None, 56, 56, 128)  0           ['conv_pw_2_bn[0][0]']           
                                                                                                  
 conv_dw_3 (DepthwiseConv2D)    (None, 56, 56, 128)  1152        ['conv_pw_2_relu[0][0]']         
                                                                                                  
 conv_dw_3_bn (BatchNormalizati  (None, 56, 56, 128)  512        ['conv_dw_3[0][0]']              
 on)                                                                                              
                                                                                                  
 conv_dw_3_relu (ReLU)          (None, 56, 56, 128)  0           ['conv_dw_3_bn[0][0]']           
                                                                                                  
 conv_pw_3 (Conv2D)             (None, 56, 56, 128)  16384       ['conv_dw_3_relu[0][0]']         
                                                                                                  
 conv_pw_3_bn (BatchNormalizati  (None, 56, 56, 128)  512        ['conv_pw_3[0][0]']              
 on)                                                                                              
                                                                                                  
 conv_pw_3_relu (ReLU)          (None, 56, 56, 128)  0           ['conv_pw_3_bn[0][0]']           
                                                                                                  
 conv_pad_4 (ZeroPadding2D)     (None, 57, 57, 128)  0           ['conv_pw_3_relu[0][0]']         
                                                                                                  
 conv_dw_4 (DepthwiseConv2D)    (None, 28, 28, 128)  1152        ['conv_pad_4[0][0]']             
                                                                                                  
 conv_dw_4_bn (BatchNormalizati  (None, 28, 28, 128)  512        ['conv_dw_4[0][0]']              
 on)                                                                                              
                                                                                                  
 conv_dw_4_relu (ReLU)          (None, 28, 28, 128)  0           ['conv_dw_4_bn[0][0]']           
                                                                                                  
 conv_pw_4 (Conv2D)             (None, 28, 28, 256)  32768       ['conv_dw_4_relu[0][0]']         
                                                                                                  
 conv_pw_4_bn (BatchNormalizati  (None, 28, 28, 256)  1024       ['conv_pw_4[0][0]']              
 on)                                                                                              
                                                                                                  
 conv_pw_4_relu (ReLU)          (None, 28, 28, 256)  0           ['conv_pw_4_bn[0][0]']           
                                                                                                  
 conv_dw_5 (DepthwiseConv2D)    (None, 28, 28, 256)  2304        ['conv_pw_4_relu[0][0]']         
                                                                                                  
 conv_dw_5_bn (BatchNormalizati  (None, 28, 28, 256)  1024       ['conv_dw_5[0][0]']              
 on)                                                                                              
                                                                                                  
 conv_dw_5_relu (ReLU)          (None, 28, 28, 256)  0           ['conv_dw_5_bn[0][0]']           
                                                                                                  
 conv_pw_5 (Conv2D)             (None, 28, 28, 256)  65536       ['conv_dw_5_relu[0][0]']         
                                                                                                  
 conv_pw_5_bn (BatchNormalizati  (None, 28, 28, 256)  1024       ['conv_pw_5[0][0]']              
 on)                                                                                              
                                                                                                  
 conv_pw_5_relu (ReLU)          (None, 28, 28, 256)  0           ['conv_pw_5_bn[0][0]']           
                                                                                                  
 conv_pad_6 (ZeroPadding2D)     (None, 29, 29, 256)  0           ['conv_pw_5_relu[0][0]']         
                                                                                                  
 conv_dw_6 (DepthwiseConv2D)    (None, 14, 14, 256)  2304        ['conv_pad_6[0][0]']             
                                                                                                  
 conv_dw_6_bn (BatchNormalizati  (None, 14, 14, 256)  1024       ['conv_dw_6[0][0]']              
 on)                                                                                              
                                                                                                  
 conv_dw_6_relu (ReLU)          (None, 14, 14, 256)  0           ['conv_dw_6_bn[0][0]']           
                                                                                                  
 conv_pw_6 (Conv2D)             (None, 14, 14, 512)  131072      ['conv_dw_6_relu[0][0]']         
                                                                                                  
 conv_pw_6_bn (BatchNormalizati  (None, 14, 14, 512)  2048       ['conv_pw_6[0][0]']              
 on)                                                                                              
                                                                                                  
 conv_pw_6_relu (ReLU)          (None, 14, 14, 512)  0           ['conv_pw_6_bn[0][0]']           
                                                                                                  
 conv_dw_7 (DepthwiseConv2D)    (None, 14, 14, 512)  4608        ['conv_pw_6_relu[0][0]']         
                                                                                                  
 conv_dw_7_bn (BatchNormalizati  (None, 14, 14, 512)  2048       ['conv_dw_7[0][0]']              
 on)                                                                                              
                                                                                                  
 conv_dw_7_relu (ReLU)          (None, 14, 14, 512)  0           ['conv_dw_7_bn[0][0]']           
                                                                                                  
 conv_pw_7 (Conv2D)             (None, 14, 14, 512)  262144      ['conv_dw_7_relu[0][0]']         
                                                                                                  
 conv_pw_7_bn (BatchNormalizati  (None, 14, 14, 512)  2048       ['conv_pw_7[0][0]']              
 on)                                                                                              
                                                                                                  
 conv_pw_7_relu (ReLU)          (None, 14, 14, 512)  0           ['conv_pw_7_bn[0][0]']           
                                                                                                  
 conv_dw_8 (DepthwiseConv2D)    (None, 14, 14, 512)  4608        ['conv_pw_7_relu[0][0]']         
                                                                                                  
 conv_dw_8_bn (BatchNormalizati  (None, 14, 14, 512)  2048       ['conv_dw_8[0][0]']              
 on)                                                                                              
                                                                                                  
 conv_dw_8_relu (ReLU)          (None, 14, 14, 512)  0           ['conv_dw_8_bn[0][0]']           
                                                                                                  
 conv_pw_8 (Conv2D)             (None, 14, 14, 512)  262144      ['conv_dw_8_relu[0][0]']         
                                                                                                  
 conv_pw_8_bn (BatchNormalizati  (None, 14, 14, 512)  2048       ['conv_pw_8[0][0]']              
 on)                                                                                              
                                                                                                  
 conv_pw_8_relu (ReLU)          (None, 14, 14, 512)  0           ['conv_pw_8_bn[0][0]']           
                                                                                                  
 conv_dw_9 (DepthwiseConv2D)    (None, 14, 14, 512)  4608        ['conv_pw_8_relu[0][0]']         
                                                                                                  
 conv_dw_9_bn (BatchNormalizati  (None, 14, 14, 512)  2048       ['conv_dw_9[0][0]']              
 on)                                                                                              
                                                                                                  
 conv_dw_9_relu (ReLU)          (None, 14, 14, 512)  0           ['conv_dw_9_bn[0][0]']           
                                                                                                  
 conv_pw_9 (Conv2D)             (None, 14, 14, 512)  262144      ['conv_dw_9_relu[0][0]']         
                                                                                                  
 conv_pw_9_bn (BatchNormalizati  (None, 14, 14, 512)  2048       ['conv_pw_9[0][0]']              
 on)                                                                                              
                                                                                                  
 conv_pw_9_relu (ReLU)          (None, 14, 14, 512)  0           ['conv_pw_9_bn[0][0]']           
                                                                                                  
 conv_dw_10 (DepthwiseConv2D)   (None, 14, 14, 512)  4608        ['conv_pw_9_relu[0][0]']         
                                                                                                  
 conv_dw_10_bn (BatchNormalizat  (None, 14, 14, 512)  2048       ['conv_dw_10[0][0]']             
 ion)                                                                                             
                                                                                                  
 conv_dw_10_relu (ReLU)         (None, 14, 14, 512)  0           ['conv_dw_10_bn[0][0]']          
                                                                                                  
 conv_pw_10 (Conv2D)            (None, 14, 14, 512)  262144      ['conv_dw_10_relu[0][0]']        
                                                                                                  
 conv_pw_10_bn (BatchNormalizat  (None, 14, 14, 512)  2048       ['conv_pw_10[0][0]']             
 ion)                                                                                             
                                                                                                  
 conv_pw_10_relu (ReLU)         (None, 14, 14, 512)  0           ['conv_pw_10_bn[0][0]']          
                                                                                                  
 conv_dw_11 (DepthwiseConv2D)   (None, 14, 14, 512)  4608        ['conv_pw_10_relu[0][0]']        
                                                                                                  
 conv_dw_11_bn (BatchNormalizat  (None, 14, 14, 512)  2048       ['conv_dw_11[0][0]']             
 ion)                                                                                             
                                                                                                  
 conv_dw_11_relu (ReLU)         (None, 14, 14, 512)  0           ['conv_dw_11_bn[0][0]']          
                                                                                                  
 conv_pw_11 (Conv2D)            (None, 14, 14, 512)  262144      ['conv_dw_11_relu[0][0]']        
                                                                                                  
 conv_pw_11_bn (BatchNormalizat  (None, 14, 14, 512)  2048       ['conv_pw_11[0][0]']             
 ion)                                                                                             
                                                                                                  
 conv_pw_11_relu (ReLU)         (None, 14, 14, 512)  0           ['conv_pw_11_bn[0][0]']          
                                                                                                  
 conv_pad_12 (ZeroPadding2D)    (None, 15, 15, 512)  0           ['conv_pw_11_relu[0][0]']        
                                                                                                  
 conv_dw_12 (DepthwiseConv2D)   (None, 7, 7, 512)    4608        ['conv_pad_12[0][0]']            
                                                                                                  
 conv_dw_12_bn (BatchNormalizat  (None, 7, 7, 512)   2048        ['conv_dw_12[0][0]']             
 ion)                                                                                             
                                                                                                  
 conv_dw_12_relu (ReLU)         (None, 7, 7, 512)    0           ['conv_dw_12_bn[0][0]']          
                                                                                                  
 conv_pw_12 (Conv2D)            (None, 7, 7, 1024)   524288      ['conv_dw_12_relu[0][0]']        
                                                                                                  
 conv_pw_12_bn (BatchNormalizat  (None, 7, 7, 1024)  4096        ['conv_pw_12[0][0]']             
 ion)                                                                                             
                                                                                                  
 conv_pw_12_relu (ReLU)         (None, 7, 7, 1024)   0           ['conv_pw_12_bn[0][0]']          
                                                                                                  
 conv_dw_13 (DepthwiseConv2D)   (None, 7, 7, 1024)   9216        ['conv_pw_12_relu[0][0]']        
                                                                                                  
 conv_dw_13_bn (BatchNormalizat  (None, 7, 7, 1024)  4096        ['conv_dw_13[0][0]']             
 ion)                                                                                             
                                                                                                  
 conv_dw_13_relu (ReLU)         (None, 7, 7, 1024)   0           ['conv_dw_13_bn[0][0]']          
                                                                                                  
 conv_pw_13 (Conv2D)            (None, 7, 7, 1024)   1048576     ['conv_dw_13_relu[0][0]']        
                                                                                                  
 conv_pw_13_bn (BatchNormalizat  (None, 7, 7, 1024)  4096        ['conv_pw_13[0][0]']             
 ion)                                                                                             
                                                                                                  
 conv_pw_13_relu (ReLU)         (None, 7, 7, 1024)   0           ['conv_pw_13_bn[0][0]']          
                                                                                                  
 up_sampling2d (UpSampling2D)   (None, 14, 14, 1024  0           ['conv_pw_13_relu[0][0]']        
                                )                                                                 
                                                                                                  
 concatenate (Concatenate)      (None, 14, 14, 1536  0           ['up_sampling2d[0][0]',          
                                )                                 'conv_pw_11_relu[0][0]']        
                                                                                                  
 conv_6_1_conv (Conv2D)         (None, 14, 14, 256)  3539200     ['concatenate[0][0]']            
                                                                                                  
 conv_6_1BatchNormalization (Ba  (None, 14, 14, 256)  1024       ['conv_6_1_conv[0][0]']          
 tchNormalization)                                                                                
                                                                                                  
 conv_6_1ActivationLayer (Activ  (None, 14, 14, 256)  0          ['conv_6_1BatchNormalization[0][0
 ation)                                                          ]']                              
                                                                                                  
 conv_6_2_conv (Conv2D)         (None, 14, 14, 256)  590080      ['conv_6_1ActivationLayer[0][0]']
                                                                                                  
 conv_6_2BatchNormalization (Ba  (None, 14, 14, 256)  1024       ['conv_6_2_conv[0][0]']          
 tchNormalization)                                                                                
                                                                                                  
 conv_6_2ActivationLayer (Activ  (None, 14, 14, 256)  0          ['conv_6_2BatchNormalization[0][0
 ation)                                                          ]']                              
                                                                                                  
 up_sampling2d_1 (UpSampling2D)  (None, 28, 28, 256)  0          ['conv_6_2ActivationLayer[0][0]']
                                                                                                  
 concatenate_1 (Concatenate)    (None, 28, 28, 512)  0           ['up_sampling2d_1[0][0]',        
                                                                  'conv_pw_5_relu[0][0]']         
                                                                                                  
 conv_7_1_conv (Conv2D)         (None, 28, 28, 256)  1179904     ['concatenate_1[0][0]']          
                                                                                                  
 conv_7_1BatchNormalization (Ba  (None, 28, 28, 256)  1024       ['conv_7_1_conv[0][0]']          
 tchNormalization)                                                                                
                                                                                                  
 conv_7_1ActivationLayer (Activ  (None, 28, 28, 256)  0          ['conv_7_1BatchNormalization[0][0
 ation)                                                          ]']                              
                                                                                                  
 conv_7_2_conv (Conv2D)         (None, 28, 28, 256)  590080      ['conv_7_1ActivationLayer[0][0]']
                                                                                                  
 conv_7_2BatchNormalization (Ba  (None, 28, 28, 256)  1024       ['conv_7_2_conv[0][0]']          
 tchNormalization)                                                                                
                                                                                                  
 conv_7_2ActivationLayer (Activ  (None, 28, 28, 256)  0          ['conv_7_2BatchNormalization[0][0
 ation)                                                          ]']                              
                                                                                                  
 up_sampling2d_2 (UpSampling2D)  (None, 56, 56, 256)  0          ['conv_7_2ActivationLayer[0][0]']
                                                                                                  
 concatenate_2 (Concatenate)    (None, 56, 56, 384)  0           ['up_sampling2d_2[0][0]',        
                                                                  'conv_pw_3_relu[0][0]']         
                                                                                                  
 conv_8_1_conv (Conv2D)         (None, 56, 56, 192)  663744      ['concatenate_2[0][0]']          
                                                                                                  
 conv_8_1BatchNormalization (Ba  (None, 56, 56, 192)  768        ['conv_8_1_conv[0][0]']          
 tchNormalization)                                                                                
                                                                                                  
 conv_8_1ActivationLayer (Activ  (None, 56, 56, 192)  0          ['conv_8_1BatchNormalization[0][0
 ation)                                                          ]']                              
                                                                                                  
 conv_8_2_conv (Conv2D)         (None, 56, 56, 128)  221312      ['conv_8_1ActivationLayer[0][0]']
                                                                                                  
 conv_8_2BatchNormalization (Ba  (None, 56, 56, 128)  512        ['conv_8_2_conv[0][0]']          
 tchNormalization)                                                                                
                                                                                                  
 conv_8_2ActivationLayer (Activ  (None, 56, 56, 128)  0          ['conv_8_2BatchNormalization[0][0
 ation)                                                          ]']                              
                                                                                                  
 up_sampling2d_3 (UpSampling2D)  (None, 112, 112, 12  0          ['conv_8_2ActivationLayer[0][0]']
                                8)                                                                
                                                                                                  
 concatenate_3 (Concatenate)    (None, 112, 112, 19  0           ['up_sampling2d_3[0][0]',        
                                2)                                'conv_pw_1_relu[0][0]']         
                                                                                                  
 conv_9_1_conv (Conv2D)         (None, 112, 112, 96  165984      ['concatenate_3[0][0]']          
                                )                                                                 
                                                                                                  
 conv_9_1BatchNormalization (Ba  (None, 112, 112, 96  384        ['conv_9_1_conv[0][0]']          
 tchNormalization)              )                                                                 
                                                                                                  
 conv_9_1ActivationLayer (Activ  (None, 112, 112, 96  0          ['conv_9_1BatchNormalization[0][0
 ation)                         )                                ]']                              
                                                                                                  
 conv_9_2_conv (Conv2D)         (None, 112, 112, 64  55360       ['conv_9_1ActivationLayer[0][0]']
                                )                                                                 
                                                                                                  
 conv_9_2BatchNormalization (Ba  (None, 112, 112, 64  256        ['conv_9_2_conv[0][0]']          
 tchNormalization)              )                                                                 
                                                                                                  
 conv_9_2ActivationLayer (Activ  (None, 112, 112, 64  0          ['conv_9_2BatchNormalization[0][0
 ation)                         )                                ]']                              
                                                                                                  
 up_sampling2d_4 (UpSampling2D)  (None, 224, 224, 64  0          ['conv_9_2ActivationLayer[0][0]']
                                )                                                                 
                                                                                                  
 concatenate_4 (Concatenate)    (None, 224, 224, 67  0           ['up_sampling2d_4[0][0]',        
                                )                                 'input_1[0][0]']                
                                                                                                  
 conv_10_1_conv (Conv2D)        (None, 224, 224, 48  28992       ['concatenate_4[0][0]']          
                                )                                                                 
                                                                                                  
 conv_10_1BatchNormalization (B  (None, 224, 224, 48  192        ['conv_10_1_conv[0][0]']         
 atchNormalization)             )                                                                 
                                                                                                  
 conv_10_1ActivationLayer (Acti  (None, 224, 224, 48  0          ['conv_10_1BatchNormalization[0][
 vation)                        )                                0]']                             
                                                                                                  
 conv_10_2_conv (Conv2D)        (None, 224, 224, 32  13856       ['conv_10_1ActivationLayer[0][0]'
                                )                                ]                                
                                                                                                  
 conv_10_2BatchNormalization (B  (None, 224, 224, 32  128        ['conv_10_2_conv[0][0]']         
 atchNormalization)             )                                                                 
                                                                                                  
 conv_10_2ActivationLayer (Acti  (None, 224, 224, 32  0          ['conv_10_2BatchNormalization[0][
 vation)                        )                                0]']                             
                                                                                                  
 spatial_dropout2d (SpatialDrop  (None, 224, 224, 32  0          ['conv_10_2ActivationLayer[0][0]'
 out2D)                         )                                ]                                
                                                                                                  
 conv2d (Conv2D)                (None, 224, 224, 1)  33          ['spatial_dropout2d[0][0]']      
                                                                                                  
 reshape (Reshape)              (None, 224, 224)     0           ['conv2d[0][0]']                 
                                                                                                  
==================================================================================================
Total params: 10,283,745
Trainable params: 10,258,689
Non-trainable params: 25,056
__________________________________________________________________________________________________

B. Design your own Dice Coefficient and Loss function.¶

In [20]:
def dice_coefficient(y_true, y_pred):
    numerator = 2 * tf.reduce_sum(y_true * y_pred)
    denominator = tf.reduce_sum(y_true + y_pred)

    return numerator / (denominator + tf.keras.backend.epsilon())
In [21]:
from tensorflow.keras.losses import binary_crossentropy
from tensorflow.keras.backend import log, epsilon
def loss(y_true, y_pred):
    return binary_crossentropy(y_true, y_pred) - log(dice_coefficient(y_true, y_pred) + epsilon())

C. Train and tune the model as required.¶

In [22]:
optimizer = tf.keras.optimizers.Adam(lr=1e-4, beta_1=0.9, beta_2=0.999, epsilon=None, decay=0.0, amsgrad=False)
model.compile(loss=loss, optimizer = optimizer, metrics=[dice_coefficient])
E:\Anaconda\lib\site-packages\keras\optimizers\optimizer_v2\adam.py:110: UserWarning: The `lr` argument is deprecated, use `learning_rate` instead.
  super(Adam, self).__init__(name, **kwargs)
In [23]:
from tensorflow.keras.callbacks import ModelCheckpoint, EarlyStopping, ReduceLROnPlateau
checkpoint = ModelCheckpoint("model-{loss:.2f}.h5", monitor="loss", verbose=1, save_best_only=True,
                             save_weights_only=True, mode="min", save_freq=1)
stop = EarlyStopping(monitor="loss", patience=5, mode="min")
reduce_lr = ReduceLROnPlateau(monitor="loss", factor=0.2, patience=1, min_lr=1e-6, verbose=1, mode="min")
In [24]:
tr_history=model.fit(X_train,y_train,epochs = 30,verbose=1,batch_size=1,callbacks=[checkpoint,reduce_lr,stop],validation_data=(X_test,y_test))
Epoch 1/30

Epoch 1: loss improved from inf to 1.56562, saving model to model-1.57.h5
  1/400 [..............................] - ETA: 31:38 - loss: 1.5656 - dice_coefficient: 0.4385
Epoch 1: loss did not improve from 1.56562
  2/400 [..............................] - ETA: 3:46 - loss: 1.6764 - dice_coefficient: 0.4280 
Epoch 1: loss did not improve from 1.56562
  3/400 [..............................] - ETA: 3:49 - loss: 1.6856 - dice_coefficient: 0.4375
Epoch 1: loss did not improve from 1.56562
  4/400 [..............................] - ETA: 3:49 - loss: 2.4689 - dice_coefficient: 0.3352
Epoch 1: loss did not improve from 1.56562
  5/400 [..............................] - ETA: 3:49 - loss: 2.4530 - dice_coefficient: 0.3236
Epoch 1: loss did not improve from 1.56562
  6/400 [..............................] - ETA: 3:47 - loss: 2.5553 - dice_coefficient: 0.2911
Epoch 1: loss did not improve from 1.56562
  7/400 [..............................] - ETA: 3:48 - loss: 2.5245 - dice_coefficient: 0.2810
Epoch 1: loss did not improve from 1.56562
  8/400 [..............................] - ETA: 3:47 - loss: 2.4853 - dice_coefficient: 0.2823
Epoch 1: loss did not improve from 1.56562
  9/400 [..............................] - ETA: 3:48 - loss: 2.5054 - dice_coefficient: 0.2702
Epoch 1: loss did not improve from 1.56562
 10/400 [..............................] - ETA: 3:48 - loss: 2.5076 - dice_coefficient: 0.2635
Epoch 1: loss did not improve from 1.56562
 11/400 [..............................] - ETA: 3:51 - loss: 2.4726 - dice_coefficient: 0.2651
Epoch 1: loss did not improve from 1.56562
 12/400 [..............................] - ETA: 3:50 - loss: 2.4989 - dice_coefficient: 0.2561
Epoch 1: loss did not improve from 1.56562
 13/400 [..............................] - ETA: 3:50 - loss: 2.5428 - dice_coefficient: 0.2466
Epoch 1: loss did not improve from 1.56562
 14/400 [>.............................] - ETA: 3:51 - loss: 2.5217 - dice_coefficient: 0.2463
Epoch 1: loss did not improve from 1.56562
 15/400 [>.............................] - ETA: 3:50 - loss: 2.5103 - dice_coefficient: 0.2454
Epoch 1: loss did not improve from 1.56562
 16/400 [>.............................] - ETA: 3:49 - loss: 2.4940 - dice_coefficient: 0.2433
Epoch 1: loss did not improve from 1.56562
 17/400 [>.............................] - ETA: 3:48 - loss: 2.4821 - dice_coefficient: 0.2437
Epoch 1: loss did not improve from 1.56562
 18/400 [>.............................] - ETA: 3:48 - loss: 2.4945 - dice_coefficient: 0.2379
Epoch 1: loss did not improve from 1.56562
 19/400 [>.............................] - ETA: 3:47 - loss: 2.5137 - dice_coefficient: 0.2334
Epoch 1: loss did not improve from 1.56562
 20/400 [>.............................] - ETA: 3:46 - loss: 2.5617 - dice_coefficient: 0.2267
Epoch 1: loss did not improve from 1.56562
 21/400 [>.............................] - ETA: 3:46 - loss: 2.5782 - dice_coefficient: 0.2219
Epoch 1: loss did not improve from 1.56562
 22/400 [>.............................] - ETA: 3:45 - loss: 2.5614 - dice_coefficient: 0.2245
Epoch 1: loss did not improve from 1.56562
 23/400 [>.............................] - ETA: 3:44 - loss: 2.5276 - dice_coefficient: 0.2305
Epoch 1: loss did not improve from 1.56562
 24/400 [>.............................] - ETA: 3:43 - loss: 2.4887 - dice_coefficient: 0.2389
Epoch 1: loss did not improve from 1.56562
 25/400 [>.............................] - ETA: 3:43 - loss: 2.5108 - dice_coefficient: 0.2335
Epoch 1: loss did not improve from 1.56562
 26/400 [>.............................] - ETA: 3:42 - loss: 2.4963 - dice_coefficient: 0.2349
Epoch 1: loss did not improve from 1.56562
 27/400 [=>............................] - ETA: 3:41 - loss: 2.5308 - dice_coefficient: 0.2298
Epoch 1: loss did not improve from 1.56562
 28/400 [=>............................] - ETA: 3:40 - loss: 2.5422 - dice_coefficient: 0.2263
Epoch 1: loss did not improve from 1.56562
 29/400 [=>............................] - ETA: 3:39 - loss: 2.5375 - dice_coefficient: 0.2260
Epoch 1: loss did not improve from 1.56562
 30/400 [=>............................] - ETA: 3:39 - loss: 2.5400 - dice_coefficient: 0.2237
Epoch 1: loss did not improve from 1.56562
 31/400 [=>............................] - ETA: 3:38 - loss: 2.5224 - dice_coefficient: 0.2252
Epoch 1: loss did not improve from 1.56562
 32/400 [=>............................] - ETA: 3:37 - loss: 2.4783 - dice_coefficient: 0.2379
Epoch 1: loss did not improve from 1.56562
 33/400 [=>............................] - ETA: 3:36 - loss: 2.4655 - dice_coefficient: 0.2401
Epoch 1: loss did not improve from 1.56562
 34/400 [=>............................] - ETA: 3:36 - loss: 2.4524 - dice_coefficient: 0.2425
Epoch 1: loss did not improve from 1.56562
 35/400 [=>............................] - ETA: 3:35 - loss: 2.4864 - dice_coefficient: 0.2380
Epoch 1: loss did not improve from 1.56562
 36/400 [=>............................] - ETA: 3:34 - loss: 2.4892 - dice_coefficient: 0.2364
Epoch 1: loss did not improve from 1.56562
 37/400 [=>............................] - ETA: 3:33 - loss: 2.5179 - dice_coefficient: 0.2316
Epoch 1: loss did not improve from 1.56562
 38/400 [=>............................] - ETA: 3:33 - loss: 2.5341 - dice_coefficient: 0.2278
Epoch 1: loss did not improve from 1.56562
 39/400 [=>............................] - ETA: 3:32 - loss: 2.5458 - dice_coefficient: 0.2246
Epoch 1: loss did not improve from 1.56562
 40/400 [==>...........................] - ETA: 3:31 - loss: 2.5368 - dice_coefficient: 0.2247
Epoch 1: loss did not improve from 1.56562
 41/400 [==>...........................] - ETA: 3:31 - loss: 2.5617 - dice_coefficient: 0.2210
Epoch 1: loss did not improve from 1.56562
 42/400 [==>...........................] - ETA: 3:30 - loss: 2.5561 - dice_coefficient: 0.2202
Epoch 1: loss did not improve from 1.56562
 43/400 [==>...........................] - ETA: 3:29 - loss: 2.5328 - dice_coefficient: 0.2262
Epoch 1: loss did not improve from 1.56562
 44/400 [==>...........................] - ETA: 3:28 - loss: 2.5074 - dice_coefficient: 0.2316
Epoch 1: loss did not improve from 1.56562
 45/400 [==>...........................] - ETA: 3:28 - loss: 2.5025 - dice_coefficient: 0.2312
Epoch 1: loss did not improve from 1.56562
 46/400 [==>...........................] - ETA: 3:27 - loss: 2.4970 - dice_coefficient: 0.2315
Epoch 1: loss did not improve from 1.56562
 47/400 [==>...........................] - ETA: 3:26 - loss: 2.4708 - dice_coefficient: 0.2381
Epoch 1: loss did not improve from 1.56562
 48/400 [==>...........................] - ETA: 3:26 - loss: 2.4509 - dice_coefficient: 0.2416
Epoch 1: loss did not improve from 1.56562
 49/400 [==>...........................] - ETA: 3:25 - loss: 2.4895 - dice_coefficient: 0.2373
Epoch 1: loss did not improve from 1.56562
 50/400 [==>...........................] - ETA: 3:24 - loss: 2.5069 - dice_coefficient: 0.2343
Epoch 1: loss did not improve from 1.56562
 51/400 [==>...........................] - ETA: 3:24 - loss: 2.4966 - dice_coefficient: 0.2356
Epoch 1: loss did not improve from 1.56562
 52/400 [==>...........................] - ETA: 3:23 - loss: 2.4850 - dice_coefficient: 0.2369
Epoch 1: loss did not improve from 1.56562
 53/400 [==>...........................] - ETA: 3:23 - loss: 2.5047 - dice_coefficient: 0.2338
Epoch 1: loss did not improve from 1.56562
 54/400 [===>..........................] - ETA: 3:22 - loss: 2.5055 - dice_coefficient: 0.2323
Epoch 1: loss did not improve from 1.56562
 55/400 [===>..........................] - ETA: 3:21 - loss: 2.5016 - dice_coefficient: 0.2329
Epoch 1: loss did not improve from 1.56562
 56/400 [===>..........................] - ETA: 3:21 - loss: 2.5397 - dice_coefficient: 0.2292
Epoch 1: loss did not improve from 1.56562
 57/400 [===>..........................] - ETA: 3:20 - loss: 2.5288 - dice_coefficient: 0.2306
Epoch 1: loss did not improve from 1.56562
 58/400 [===>..........................] - ETA: 3:20 - loss: 2.5463 - dice_coefficient: 0.2279
Epoch 1: loss did not improve from 1.56562
 59/400 [===>..........................] - ETA: 3:19 - loss: 2.5392 - dice_coefficient: 0.2286
Epoch 1: loss did not improve from 1.56562
 60/400 [===>..........................] - ETA: 3:19 - loss: 2.5429 - dice_coefficient: 0.2275
Epoch 1: loss did not improve from 1.56562
 61/400 [===>..........................] - ETA: 3:18 - loss: 2.5329 - dice_coefficient: 0.2285
Epoch 1: loss did not improve from 1.56562
 62/400 [===>..........................] - ETA: 3:17 - loss: 2.5448 - dice_coefficient: 0.2265
Epoch 1: loss did not improve from 1.56562
 63/400 [===>..........................] - ETA: 3:17 - loss: 2.5382 - dice_coefficient: 0.2272
Epoch 1: loss did not improve from 1.56562
 64/400 [===>..........................] - ETA: 3:16 - loss: 2.5480 - dice_coefficient: 0.2252
Epoch 1: loss did not improve from 1.56562
 65/400 [===>..........................] - ETA: 3:16 - loss: 2.5402 - dice_coefficient: 0.2258
Epoch 1: loss did not improve from 1.56562
 66/400 [===>..........................] - ETA: 3:15 - loss: 2.5253 - dice_coefficient: 0.2286
Epoch 1: loss did not improve from 1.56562
 67/400 [====>.........................] - ETA: 3:14 - loss: 2.5191 - dice_coefficient: 0.2288
Epoch 1: loss did not improve from 1.56562
 68/400 [====>.........................] - ETA: 3:14 - loss: 2.5211 - dice_coefficient: 0.2276
Epoch 1: loss did not improve from 1.56562
 69/400 [====>.........................] - ETA: 3:13 - loss: 2.5092 - dice_coefficient: 0.2300
Epoch 1: loss did not improve from 1.56562
 70/400 [====>.........................] - ETA: 3:12 - loss: 2.5134 - dice_coefficient: 0.2291
Epoch 1: loss did not improve from 1.56562
 71/400 [====>.........................] - ETA: 3:12 - loss: 2.5166 - dice_coefficient: 0.2281
Epoch 1: loss did not improve from 1.56562
 72/400 [====>.........................] - ETA: 3:11 - loss: 2.5141 - dice_coefficient: 0.2276
Epoch 1: loss did not improve from 1.56562
 73/400 [====>.........................] - ETA: 3:10 - loss: 2.5013 - dice_coefficient: 0.2300
Epoch 1: loss did not improve from 1.56562
 74/400 [====>.........................] - ETA: 3:10 - loss: 2.5000 - dice_coefficient: 0.2297
Epoch 1: loss did not improve from 1.56562
 75/400 [====>.........................] - ETA: 3:09 - loss: 2.4838 - dice_coefficient: 0.2334
Epoch 1: loss did not improve from 1.56562
 76/400 [====>.........................] - ETA: 3:08 - loss: 2.4699 - dice_coefficient: 0.2361
Epoch 1: loss did not improve from 1.56562
 77/400 [====>.........................] - ETA: 3:08 - loss: 2.4542 - dice_coefficient: 0.2393
Epoch 1: loss did not improve from 1.56562
 78/400 [====>.........................] - ETA: 3:07 - loss: 2.4373 - dice_coefficient: 0.2430
Epoch 1: loss did not improve from 1.56562
 79/400 [====>.........................] - ETA: 3:07 - loss: 2.4204 - dice_coefficient: 0.2469
Epoch 1: loss did not improve from 1.56562
 80/400 [=====>........................] - ETA: 3:06 - loss: 2.4059 - dice_coefficient: 0.2496
Epoch 1: loss did not improve from 1.56562
 81/400 [=====>........................] - ETA: 3:05 - loss: 2.4248 - dice_coefficient: 0.2471
Epoch 1: loss did not improve from 1.56562
 82/400 [=====>........................] - ETA: 3:05 - loss: 2.4311 - dice_coefficient: 0.2455
Epoch 1: loss did not improve from 1.56562
 83/400 [=====>........................] - ETA: 3:04 - loss: 2.4255 - dice_coefficient: 0.2464
Epoch 1: loss did not improve from 1.56562
 84/400 [=====>........................] - ETA: 3:04 - loss: 2.4472 - dice_coefficient: 0.2440
Epoch 1: loss did not improve from 1.56562
 85/400 [=====>........................] - ETA: 3:03 - loss: 2.4410 - dice_coefficient: 0.2453
Epoch 1: loss did not improve from 1.56562
 86/400 [=====>........................] - ETA: 3:02 - loss: 2.4398 - dice_coefficient: 0.2452
Epoch 1: loss did not improve from 1.56562
 87/400 [=====>........................] - ETA: 3:02 - loss: 2.4496 - dice_coefficient: 0.2434
Epoch 1: loss did not improve from 1.56562
 88/400 [=====>........................] - ETA: 3:01 - loss: 2.4509 - dice_coefficient: 0.2428
Epoch 1: loss did not improve from 1.56562
 89/400 [=====>........................] - ETA: 3:00 - loss: 2.4450 - dice_coefficient: 0.2439
Epoch 1: loss did not improve from 1.56562
 90/400 [=====>........................] - ETA: 3:00 - loss: 2.4295 - dice_coefficient: 0.2477
Epoch 1: loss did not improve from 1.56562
 91/400 [=====>........................] - ETA: 2:59 - loss: 2.4338 - dice_coefficient: 0.2467
Epoch 1: loss did not improve from 1.56562
 92/400 [=====>........................] - ETA: 2:59 - loss: 2.4213 - dice_coefficient: 0.2491
Epoch 1: loss did not improve from 1.56562
 93/400 [=====>........................] - ETA: 2:58 - loss: 2.4109 - dice_coefficient: 0.2510
Epoch 1: loss did not improve from 1.56562
 94/400 [======>.......................] - ETA: 2:57 - loss: 2.4248 - dice_coefficient: 0.2490
Epoch 1: loss did not improve from 1.56562
 95/400 [======>.......................] - ETA: 2:57 - loss: 2.4209 - dice_coefficient: 0.2492
Epoch 1: loss did not improve from 1.56562
 96/400 [======>.......................] - ETA: 2:56 - loss: 2.4128 - dice_coefficient: 0.2507
Epoch 1: loss did not improve from 1.56562
 97/400 [======>.......................] - ETA: 2:56 - loss: 2.4077 - dice_coefficient: 0.2510
Epoch 1: loss did not improve from 1.56562
 98/400 [======>.......................] - ETA: 2:55 - loss: 2.3987 - dice_coefficient: 0.2526
Epoch 1: loss did not improve from 1.56562
 99/400 [======>.......................] - ETA: 2:54 - loss: 2.3840 - dice_coefficient: 0.2559
Epoch 1: loss did not improve from 1.56562
100/400 [======>.......................] - ETA: 2:54 - loss: 2.3938 - dice_coefficient: 0.2542
Epoch 1: loss did not improve from 1.56562
101/400 [======>.......................] - ETA: 2:53 - loss: 2.3877 - dice_coefficient: 0.2552
Epoch 1: loss did not improve from 1.56562
102/400 [======>.......................] - ETA: 2:53 - loss: 2.3743 - dice_coefficient: 0.2590
Epoch 1: loss did not improve from 1.56562
103/400 [======>.......................] - ETA: 2:52 - loss: 2.3622 - dice_coefficient: 0.2616
Epoch 1: loss did not improve from 1.56562
104/400 [======>.......................] - ETA: 2:51 - loss: 2.3540 - dice_coefficient: 0.2626
Epoch 1: loss did not improve from 1.56562
105/400 [======>.......................] - ETA: 2:51 - loss: 2.3532 - dice_coefficient: 0.2622
Epoch 1: loss did not improve from 1.56562
106/400 [======>.......................] - ETA: 2:50 - loss: 2.3542 - dice_coefficient: 0.2614
Epoch 1: loss did not improve from 1.56562
107/400 [=======>......................] - ETA: 2:50 - loss: 2.3513 - dice_coefficient: 0.2618
Epoch 1: loss did not improve from 1.56562
108/400 [=======>......................] - ETA: 2:49 - loss: 2.3448 - dice_coefficient: 0.2623
Epoch 1: loss did not improve from 1.56562
109/400 [=======>......................] - ETA: 2:49 - loss: 2.3473 - dice_coefficient: 0.2614
Epoch 1: loss did not improve from 1.56562
110/400 [=======>......................] - ETA: 2:48 - loss: 2.3499 - dice_coefficient: 0.2606
Epoch 1: loss did not improve from 1.56562
111/400 [=======>......................] - ETA: 2:47 - loss: 2.3373 - dice_coefficient: 0.2636
Epoch 1: loss did not improve from 1.56562
112/400 [=======>......................] - ETA: 2:47 - loss: 2.3324 - dice_coefficient: 0.2642
Epoch 1: loss did not improve from 1.56562
113/400 [=======>......................] - ETA: 2:46 - loss: 2.3251 - dice_coefficient: 0.2652
Epoch 1: loss did not improve from 1.56562
114/400 [=======>......................] - ETA: 2:46 - loss: 2.3152 - dice_coefficient: 0.2678
Epoch 1: loss did not improve from 1.56562
115/400 [=======>......................] - ETA: 2:45 - loss: 2.3046 - dice_coefficient: 0.2701
Epoch 1: loss did not improve from 1.56562
116/400 [=======>......................] - ETA: 2:44 - loss: 2.2962 - dice_coefficient: 0.2713
Epoch 1: loss did not improve from 1.56562
117/400 [=======>......................] - ETA: 2:44 - loss: 2.2863 - dice_coefficient: 0.2734
Epoch 1: loss did not improve from 1.56562
118/400 [=======>......................] - ETA: 2:43 - loss: 2.2908 - dice_coefficient: 0.2721
Epoch 1: loss did not improve from 1.56562
119/400 [=======>......................] - ETA: 2:42 - loss: 2.2840 - dice_coefficient: 0.2727
Epoch 1: loss did not improve from 1.56562
120/400 [========>.....................] - ETA: 2:42 - loss: 2.2801 - dice_coefficient: 0.2730
Epoch 1: loss did not improve from 1.56562
121/400 [========>.....................] - ETA: 2:41 - loss: 2.2712 - dice_coefficient: 0.2745
Epoch 1: loss did not improve from 1.56562
122/400 [========>.....................] - ETA: 2:41 - loss: 2.2801 - dice_coefficient: 0.2729
Epoch 1: loss did not improve from 1.56562
123/400 [========>.....................] - ETA: 2:40 - loss: 2.2880 - dice_coefficient: 0.2715
Epoch 1: loss did not improve from 1.56562
124/400 [========>.....................] - ETA: 2:40 - loss: 2.2829 - dice_coefficient: 0.2719
Epoch 1: loss did not improve from 1.56562
125/400 [========>.....................] - ETA: 2:39 - loss: 2.2778 - dice_coefficient: 0.2723
Epoch 1: loss did not improve from 1.56562
126/400 [========>.....................] - ETA: 2:38 - loss: 2.2835 - dice_coefficient: 0.2711
Epoch 1: loss did not improve from 1.56562
127/400 [========>.....................] - ETA: 2:38 - loss: 2.2829 - dice_coefficient: 0.2705
Epoch 1: loss did not improve from 1.56562
128/400 [========>.....................] - ETA: 2:37 - loss: 2.2884 - dice_coefficient: 0.2692
Epoch 1: loss did not improve from 1.56562
129/400 [========>.....................] - ETA: 2:37 - loss: 2.2927 - dice_coefficient: 0.2681
Epoch 1: loss did not improve from 1.56562
130/400 [========>.....................] - ETA: 2:36 - loss: 2.2828 - dice_coefficient: 0.2700
Epoch 1: loss did not improve from 1.56562
131/400 [========>.....................] - ETA: 2:35 - loss: 2.2778 - dice_coefficient: 0.2708
Epoch 1: loss did not improve from 1.56562
132/400 [========>.....................] - ETA: 2:35 - loss: 2.2753 - dice_coefficient: 0.2712
Epoch 1: loss did not improve from 1.56562
133/400 [========>.....................] - ETA: 2:34 - loss: 2.2679 - dice_coefficient: 0.2723
Epoch 1: loss did not improve from 1.56562
134/400 [=========>....................] - ETA: 2:34 - loss: 2.2680 - dice_coefficient: 0.2718
Epoch 1: loss did not improve from 1.56562
135/400 [=========>....................] - ETA: 2:33 - loss: 2.2588 - dice_coefficient: 0.2743
Epoch 1: loss did not improve from 1.56562
136/400 [=========>....................] - ETA: 2:33 - loss: 2.2529 - dice_coefficient: 0.2751
Epoch 1: loss did not improve from 1.56562
137/400 [=========>....................] - ETA: 2:32 - loss: 2.2481 - dice_coefficient: 0.2756
Epoch 1: loss did not improve from 1.56562
138/400 [=========>....................] - ETA: 2:31 - loss: 2.2440 - dice_coefficient: 0.2759
Epoch 1: loss did not improve from 1.56562
139/400 [=========>....................] - ETA: 2:31 - loss: 2.2473 - dice_coefficient: 0.2749
Epoch 1: loss did not improve from 1.56562
140/400 [=========>....................] - ETA: 2:30 - loss: 2.2456 - dice_coefficient: 0.2746
Epoch 1: loss did not improve from 1.56562
141/400 [=========>....................] - ETA: 2:30 - loss: 2.2382 - dice_coefficient: 0.2757
Epoch 1: loss did not improve from 1.56562
142/400 [=========>....................] - ETA: 2:29 - loss: 2.2337 - dice_coefficient: 0.2764
Epoch 1: loss did not improve from 1.56562
143/400 [=========>....................] - ETA: 2:28 - loss: 2.2345 - dice_coefficient: 0.2759
Epoch 1: loss did not improve from 1.56562
144/400 [=========>....................] - ETA: 2:28 - loss: 2.2290 - dice_coefficient: 0.2763
Epoch 1: loss did not improve from 1.56562
145/400 [=========>....................] - ETA: 2:27 - loss: 2.2195 - dice_coefficient: 0.2786
Epoch 1: loss did not improve from 1.56562
146/400 [=========>....................] - ETA: 2:27 - loss: 2.2147 - dice_coefficient: 0.2791
Epoch 1: loss did not improve from 1.56562
147/400 [==========>...................] - ETA: 2:26 - loss: 2.2119 - dice_coefficient: 0.2791
Epoch 1: loss did not improve from 1.56562
148/400 [==========>...................] - ETA: 2:25 - loss: 2.2031 - dice_coefficient: 0.2812
Epoch 1: loss did not improve from 1.56562
149/400 [==========>...................] - ETA: 2:25 - loss: 2.2034 - dice_coefficient: 0.2808
Epoch 1: loss did not improve from 1.56562
150/400 [==========>...................] - ETA: 2:24 - loss: 2.1970 - dice_coefficient: 0.2820
Epoch 1: loss did not improve from 1.56562
151/400 [==========>...................] - ETA: 2:24 - loss: 2.1900 - dice_coefficient: 0.2834
Epoch 1: loss did not improve from 1.56562
152/400 [==========>...................] - ETA: 2:23 - loss: 2.1814 - dice_coefficient: 0.2854
Epoch 1: loss did not improve from 1.56562
153/400 [==========>...................] - ETA: 2:22 - loss: 2.1808 - dice_coefficient: 0.2852
Epoch 1: loss did not improve from 1.56562
154/400 [==========>...................] - ETA: 2:22 - loss: 2.1764 - dice_coefficient: 0.2856
Epoch 1: loss did not improve from 1.56562
155/400 [==========>...................] - ETA: 2:21 - loss: 2.1768 - dice_coefficient: 0.2850
Epoch 1: loss did not improve from 1.56562
156/400 [==========>...................] - ETA: 2:21 - loss: 2.1730 - dice_coefficient: 0.2853
Epoch 1: loss did not improve from 1.56562
157/400 [==========>...................] - ETA: 2:20 - loss: 2.1663 - dice_coefficient: 0.2865
Epoch 1: loss did not improve from 1.56562
158/400 [==========>...................] - ETA: 2:19 - loss: 2.1636 - dice_coefficient: 0.2865
Epoch 1: loss did not improve from 1.56562
159/400 [==========>...................] - ETA: 2:19 - loss: 2.1746 - dice_coefficient: 0.2850
Epoch 1: loss did not improve from 1.56562
160/400 [===========>..................] - ETA: 2:18 - loss: 2.1691 - dice_coefficient: 0.2860
Epoch 1: loss did not improve from 1.56562
161/400 [===========>..................] - ETA: 2:18 - loss: 2.1621 - dice_coefficient: 0.2876
Epoch 1: loss did not improve from 1.56562
162/400 [===========>..................] - ETA: 2:17 - loss: 2.1641 - dice_coefficient: 0.2869
Epoch 1: loss did not improve from 1.56562
163/400 [===========>..................] - ETA: 2:17 - loss: 2.1569 - dice_coefficient: 0.2884
Epoch 1: loss did not improve from 1.56562
164/400 [===========>..................] - ETA: 2:16 - loss: 2.1491 - dice_coefficient: 0.2907
Epoch 1: loss did not improve from 1.56562
165/400 [===========>..................] - ETA: 2:15 - loss: 2.1437 - dice_coefficient: 0.2915
Epoch 1: loss did not improve from 1.56562
166/400 [===========>..................] - ETA: 2:15 - loss: 2.1367 - dice_coefficient: 0.2928
Epoch 1: loss did not improve from 1.56562
167/400 [===========>..................] - ETA: 2:14 - loss: 2.1302 - dice_coefficient: 0.2946
Epoch 1: loss did not improve from 1.56562
168/400 [===========>..................] - ETA: 2:14 - loss: 2.1291 - dice_coefficient: 0.2947
Epoch 1: loss did not improve from 1.56562
169/400 [===========>..................] - ETA: 2:13 - loss: 2.1327 - dice_coefficient: 0.2938
Epoch 1: loss did not improve from 1.56562
170/400 [===========>..................] - ETA: 2:12 - loss: 2.1315 - dice_coefficient: 0.2936
Epoch 1: loss did not improve from 1.56562
171/400 [===========>..................] - ETA: 2:12 - loss: 2.1264 - dice_coefficient: 0.2944
Epoch 1: loss did not improve from 1.56562
172/400 [===========>..................] - ETA: 2:11 - loss: 2.1293 - dice_coefficient: 0.2935
Epoch 1: loss did not improve from 1.56562
173/400 [===========>..................] - ETA: 2:11 - loss: 2.1250 - dice_coefficient: 0.2939
Epoch 1: loss did not improve from 1.56562
174/400 [============>.................] - ETA: 2:10 - loss: 2.1209 - dice_coefficient: 0.2947
Epoch 1: loss did not improve from 1.56562
175/400 [============>.................] - ETA: 2:09 - loss: 2.1168 - dice_coefficient: 0.2950
Epoch 1: loss did not improve from 1.56562
176/400 [============>.................] - ETA: 2:09 - loss: 2.1124 - dice_coefficient: 0.2957
Epoch 1: loss did not improve from 1.56562
177/400 [============>.................] - ETA: 2:08 - loss: 2.1155 - dice_coefficient: 0.2947
Epoch 1: loss did not improve from 1.56562
178/400 [============>.................] - ETA: 2:08 - loss: 2.1221 - dice_coefficient: 0.2935
Epoch 1: loss did not improve from 1.56562
179/400 [============>.................] - ETA: 2:07 - loss: 2.1228 - dice_coefficient: 0.2930
Epoch 1: loss did not improve from 1.56562
180/400 [============>.................] - ETA: 2:07 - loss: 2.1165 - dice_coefficient: 0.2942
Epoch 1: loss did not improve from 1.56562
181/400 [============>.................] - ETA: 2:06 - loss: 2.1206 - dice_coefficient: 0.2933
Epoch 1: loss did not improve from 1.56562
182/400 [============>.................] - ETA: 2:05 - loss: 2.1140 - dice_coefficient: 0.2946
Epoch 1: loss did not improve from 1.56562
183/400 [============>.................] - ETA: 2:05 - loss: 2.1133 - dice_coefficient: 0.2945
Epoch 1: loss did not improve from 1.56562
184/400 [============>.................] - ETA: 2:04 - loss: 2.1078 - dice_coefficient: 0.2956
Epoch 1: loss did not improve from 1.56562
185/400 [============>.................] - ETA: 2:04 - loss: 2.1029 - dice_coefficient: 0.2964
Epoch 1: loss did not improve from 1.56562
186/400 [============>.................] - ETA: 2:03 - loss: 2.1009 - dice_coefficient: 0.2963
Epoch 1: loss did not improve from 1.56562
187/400 [=============>................] - ETA: 2:02 - loss: 2.1004 - dice_coefficient: 0.2961
Epoch 1: loss did not improve from 1.56562
188/400 [=============>................] - ETA: 2:02 - loss: 2.0997 - dice_coefficient: 0.2961
Epoch 1: loss did not improve from 1.56562
189/400 [=============>................] - ETA: 2:01 - loss: 2.0950 - dice_coefficient: 0.2974
Epoch 1: loss did not improve from 1.56562
190/400 [=============>................] - ETA: 2:01 - loss: 2.0954 - dice_coefficient: 0.2971
Epoch 1: loss did not improve from 1.56562
191/400 [=============>................] - ETA: 2:00 - loss: 2.1030 - dice_coefficient: 0.2958
Epoch 1: loss did not improve from 1.56562
192/400 [=============>................] - ETA: 2:00 - loss: 2.0988 - dice_coefficient: 0.2964
Epoch 1: loss did not improve from 1.56562
193/400 [=============>................] - ETA: 1:59 - loss: 2.0974 - dice_coefficient: 0.2964
Epoch 1: loss did not improve from 1.56562
194/400 [=============>................] - ETA: 1:58 - loss: 2.1081 - dice_coefficient: 0.2950
Epoch 1: loss did not improve from 1.56562
195/400 [=============>................] - ETA: 1:58 - loss: 2.1012 - dice_coefficient: 0.2967
Epoch 1: loss did not improve from 1.56562
196/400 [=============>................] - ETA: 1:57 - loss: 2.1110 - dice_coefficient: 0.2954
Epoch 1: loss did not improve from 1.56562
197/400 [=============>................] - ETA: 1:57 - loss: 2.1104 - dice_coefficient: 0.2953
Epoch 1: loss did not improve from 1.56562
198/400 [=============>................] - ETA: 1:56 - loss: 2.1132 - dice_coefficient: 0.2945
Epoch 1: loss did not improve from 1.56562
199/400 [=============>................] - ETA: 1:56 - loss: 2.1221 - dice_coefficient: 0.2933
Epoch 1: loss did not improve from 1.56562
200/400 [==============>...............] - ETA: 1:55 - loss: 2.1203 - dice_coefficient: 0.2933
Epoch 1: loss did not improve from 1.56562
201/400 [==============>...............] - ETA: 1:54 - loss: 2.1202 - dice_coefficient: 0.2929
Epoch 1: loss did not improve from 1.56562
202/400 [==============>...............] - ETA: 1:54 - loss: 2.1163 - dice_coefficient: 0.2933
Epoch 1: loss did not improve from 1.56562
203/400 [==============>...............] - ETA: 1:53 - loss: 2.1133 - dice_coefficient: 0.2936
Epoch 1: loss did not improve from 1.56562
204/400 [==============>...............] - ETA: 1:53 - loss: 2.1082 - dice_coefficient: 0.2950
Epoch 1: loss did not improve from 1.56562
205/400 [==============>...............] - ETA: 1:52 - loss: 2.1052 - dice_coefficient: 0.2958
Epoch 1: loss did not improve from 1.56562
206/400 [==============>...............] - ETA: 1:52 - loss: 2.1021 - dice_coefficient: 0.2962
Epoch 1: loss did not improve from 1.56562
207/400 [==============>...............] - ETA: 1:51 - loss: 2.0972 - dice_coefficient: 0.2972
Epoch 1: loss did not improve from 1.56562
208/400 [==============>...............] - ETA: 1:50 - loss: 2.0927 - dice_coefficient: 0.2979
Epoch 1: loss did not improve from 1.56562
209/400 [==============>...............] - ETA: 1:50 - loss: 2.0882 - dice_coefficient: 0.2988
Epoch 1: loss did not improve from 1.56562
210/400 [==============>...............] - ETA: 1:49 - loss: 2.0867 - dice_coefficient: 0.2985
Epoch 1: loss did not improve from 1.56562
211/400 [==============>...............] - ETA: 1:49 - loss: 2.0835 - dice_coefficient: 0.2990
Epoch 1: loss did not improve from 1.56562
212/400 [==============>...............] - ETA: 1:48 - loss: 2.0793 - dice_coefficient: 0.2998
Epoch 1: loss did not improve from 1.56562
213/400 [==============>...............] - ETA: 1:47 - loss: 2.0749 - dice_coefficient: 0.3008
Epoch 1: loss did not improve from 1.56562
214/400 [===============>..............] - ETA: 1:47 - loss: 2.0800 - dice_coefficient: 0.2997
Epoch 1: loss did not improve from 1.56562
215/400 [===============>..............] - ETA: 1:46 - loss: 2.0769 - dice_coefficient: 0.2999
Epoch 1: loss did not improve from 1.56562
216/400 [===============>..............] - ETA: 1:46 - loss: 2.0803 - dice_coefficient: 0.2990
Epoch 1: loss did not improve from 1.56562
217/400 [===============>..............] - ETA: 1:45 - loss: 2.0871 - dice_coefficient: 0.2979
Epoch 1: loss did not improve from 1.56562
218/400 [===============>..............] - ETA: 1:45 - loss: 2.0836 - dice_coefficient: 0.2985
Epoch 1: loss did not improve from 1.56562
219/400 [===============>..............] - ETA: 1:44 - loss: 2.0789 - dice_coefficient: 0.2995
Epoch 1: loss did not improve from 1.56562
220/400 [===============>..............] - ETA: 1:43 - loss: 2.0808 - dice_coefficient: 0.2992
Epoch 1: loss did not improve from 1.56562
221/400 [===============>..............] - ETA: 1:43 - loss: 2.0753 - dice_coefficient: 0.3004
Epoch 1: loss did not improve from 1.56562
222/400 [===============>..............] - ETA: 1:42 - loss: 2.0723 - dice_coefficient: 0.3006
Epoch 1: loss did not improve from 1.56562
223/400 [===============>..............] - ETA: 1:42 - loss: 2.0672 - dice_coefficient: 0.3017
Epoch 1: loss did not improve from 1.56562
224/400 [===============>..............] - ETA: 1:41 - loss: 2.0646 - dice_coefficient: 0.3019
Epoch 1: loss did not improve from 1.56562
225/400 [===============>..............] - ETA: 1:40 - loss: 2.0601 - dice_coefficient: 0.3026
Epoch 1: loss did not improve from 1.56562
226/400 [===============>..............] - ETA: 1:40 - loss: 2.0568 - dice_coefficient: 0.3037
Epoch 1: loss did not improve from 1.56562
227/400 [================>.............] - ETA: 1:39 - loss: 2.0538 - dice_coefficient: 0.3041
Epoch 1: loss did not improve from 1.56562
228/400 [================>.............] - ETA: 1:39 - loss: 2.0486 - dice_coefficient: 0.3054
Epoch 1: loss did not improve from 1.56562
229/400 [================>.............] - ETA: 1:38 - loss: 2.0459 - dice_coefficient: 0.3055
Epoch 1: loss did not improve from 1.56562
230/400 [================>.............] - ETA: 1:38 - loss: 2.0437 - dice_coefficient: 0.3060
Epoch 1: loss did not improve from 1.56562
231/400 [================>.............] - ETA: 1:37 - loss: 2.0436 - dice_coefficient: 0.3058
Epoch 1: loss did not improve from 1.56562
232/400 [================>.............] - ETA: 1:36 - loss: 2.0479 - dice_coefficient: 0.3049
Epoch 1: loss did not improve from 1.56562
233/400 [================>.............] - ETA: 1:36 - loss: 2.0427 - dice_coefficient: 0.3062
Epoch 1: loss did not improve from 1.56562
234/400 [================>.............] - ETA: 1:35 - loss: 2.0501 - dice_coefficient: 0.3052
Epoch 1: loss did not improve from 1.56562
235/400 [================>.............] - ETA: 1:35 - loss: 2.0443 - dice_coefficient: 0.3067
Epoch 1: loss did not improve from 1.56562
236/400 [================>.............] - ETA: 1:34 - loss: 2.0398 - dice_coefficient: 0.3075
Epoch 1: loss did not improve from 1.56562
237/400 [================>.............] - ETA: 1:33 - loss: 2.0370 - dice_coefficient: 0.3079
Epoch 1: loss did not improve from 1.56562
238/400 [================>.............] - ETA: 1:33 - loss: 2.0353 - dice_coefficient: 0.3079
Epoch 1: loss did not improve from 1.56562
239/400 [================>.............] - ETA: 1:32 - loss: 2.0305 - dice_coefficient: 0.3089
Epoch 1: loss did not improve from 1.56562
240/400 [=================>............] - ETA: 1:32 - loss: 2.0262 - dice_coefficient: 0.3095
Epoch 1: loss did not improve from 1.56562
241/400 [=================>............] - ETA: 1:31 - loss: 2.0242 - dice_coefficient: 0.3098
Epoch 1: loss did not improve from 1.56562
242/400 [=================>............] - ETA: 1:31 - loss: 2.0222 - dice_coefficient: 0.3100
Epoch 1: loss did not improve from 1.56562
243/400 [=================>............] - ETA: 1:30 - loss: 2.0182 - dice_coefficient: 0.3107
Epoch 1: loss did not improve from 1.56562
244/400 [=================>............] - ETA: 1:29 - loss: 2.0152 - dice_coefficient: 0.3112
Epoch 1: loss did not improve from 1.56562
245/400 [=================>............] - ETA: 1:29 - loss: 2.0150 - dice_coefficient: 0.3109
Epoch 1: loss did not improve from 1.56562
246/400 [=================>............] - ETA: 1:28 - loss: 2.0105 - dice_coefficient: 0.3121
Epoch 1: loss did not improve from 1.56562
247/400 [=================>............] - ETA: 1:28 - loss: 2.0066 - dice_coefficient: 0.3128
Epoch 1: loss did not improve from 1.56562
248/400 [=================>............] - ETA: 1:27 - loss: 2.0041 - dice_coefficient: 0.3130
Epoch 1: loss did not improve from 1.56562
249/400 [=================>............] - ETA: 1:26 - loss: 2.0008 - dice_coefficient: 0.3135
Epoch 1: loss did not improve from 1.56562
250/400 [=================>............] - ETA: 1:26 - loss: 1.9978 - dice_coefficient: 0.3139
Epoch 1: loss did not improve from 1.56562
251/400 [=================>............] - ETA: 1:25 - loss: 2.0057 - dice_coefficient: 0.3129
Epoch 1: loss did not improve from 1.56562
252/400 [=================>............] - ETA: 1:25 - loss: 2.0007 - dice_coefficient: 0.3142
Epoch 1: loss did not improve from 1.56562
253/400 [=================>............] - ETA: 1:24 - loss: 2.0010 - dice_coefficient: 0.3139
Epoch 1: loss did not improve from 1.56562
254/400 [==================>...........] - ETA: 1:24 - loss: 1.9992 - dice_coefficient: 0.3138
Epoch 1: loss did not improve from 1.56562
255/400 [==================>...........] - ETA: 1:23 - loss: 1.9994 - dice_coefficient: 0.3134
Epoch 1: loss did not improve from 1.56562
256/400 [==================>...........] - ETA: 1:22 - loss: 2.0003 - dice_coefficient: 0.3131
Epoch 1: loss did not improve from 1.56562
257/400 [==================>...........] - ETA: 1:22 - loss: 2.0038 - dice_coefficient: 0.3123
Epoch 1: loss did not improve from 1.56562
258/400 [==================>...........] - ETA: 1:21 - loss: 2.0001 - dice_coefficient: 0.3133
Epoch 1: loss did not improve from 1.56562
259/400 [==================>...........] - ETA: 1:21 - loss: 1.9969 - dice_coefficient: 0.3138
Epoch 1: loss did not improve from 1.56562
260/400 [==================>...........] - ETA: 1:20 - loss: 1.9994 - dice_coefficient: 0.3131
Epoch 1: loss did not improve from 1.56562
261/400 [==================>...........] - ETA: 1:20 - loss: 1.9951 - dice_coefficient: 0.3141
Epoch 1: loss did not improve from 1.56562
262/400 [==================>...........] - ETA: 1:19 - loss: 1.9958 - dice_coefficient: 0.3136
Epoch 1: loss did not improve from 1.56562
263/400 [==================>...........] - ETA: 1:18 - loss: 1.9949 - dice_coefficient: 0.3134
Epoch 1: loss did not improve from 1.56562
264/400 [==================>...........] - ETA: 1:18 - loss: 1.9926 - dice_coefficient: 0.3135
Epoch 1: loss did not improve from 1.56562
265/400 [==================>...........] - ETA: 1:17 - loss: 1.9898 - dice_coefficient: 0.3141
Epoch 1: loss did not improve from 1.56562
266/400 [==================>...........] - ETA: 1:17 - loss: 1.9899 - dice_coefficient: 0.3139
Epoch 1: loss did not improve from 1.56562
267/400 [===================>..........] - ETA: 1:16 - loss: 1.9870 - dice_coefficient: 0.3143
Epoch 1: loss did not improve from 1.56562
268/400 [===================>..........] - ETA: 1:15 - loss: 1.9918 - dice_coefficient: 0.3133
Epoch 1: loss did not improve from 1.56562
269/400 [===================>..........] - ETA: 1:15 - loss: 1.9904 - dice_coefficient: 0.3139
Epoch 1: loss did not improve from 1.56562
270/400 [===================>..........] - ETA: 1:14 - loss: 1.9907 - dice_coefficient: 0.3134
Epoch 1: loss did not improve from 1.56562
271/400 [===================>..........] - ETA: 1:14 - loss: 1.9885 - dice_coefficient: 0.3137
Epoch 1: loss did not improve from 1.56562
272/400 [===================>..........] - ETA: 1:13 - loss: 1.9851 - dice_coefficient: 0.3143
Epoch 1: loss did not improve from 1.56562
273/400 [===================>..........] - ETA: 1:13 - loss: 1.9874 - dice_coefficient: 0.3137
Epoch 1: loss did not improve from 1.56562
274/400 [===================>..........] - ETA: 1:12 - loss: 1.9843 - dice_coefficient: 0.3141
Epoch 1: loss did not improve from 1.56562
275/400 [===================>..........] - ETA: 1:11 - loss: 1.9829 - dice_coefficient: 0.3142
Epoch 1: loss did not improve from 1.56562
276/400 [===================>..........] - ETA: 1:11 - loss: 1.9800 - dice_coefficient: 0.3147
Epoch 1: loss did not improve from 1.56562
277/400 [===================>..........] - ETA: 1:10 - loss: 1.9796 - dice_coefficient: 0.3146
Epoch 1: loss did not improve from 1.56562
278/400 [===================>..........] - ETA: 1:10 - loss: 1.9763 - dice_coefficient: 0.3151
Epoch 1: loss did not improve from 1.56562
279/400 [===================>..........] - ETA: 1:09 - loss: 1.9720 - dice_coefficient: 0.3162
Epoch 1: loss did not improve from 1.56562
280/400 [====================>.........] - ETA: 1:09 - loss: 1.9687 - dice_coefficient: 0.3169
Epoch 1: loss did not improve from 1.56562
281/400 [====================>.........] - ETA: 1:08 - loss: 1.9728 - dice_coefficient: 0.3161
Epoch 1: loss did not improve from 1.56562
282/400 [====================>.........] - ETA: 1:07 - loss: 1.9711 - dice_coefficient: 0.3161
Epoch 1: loss did not improve from 1.56562
283/400 [====================>.........] - ETA: 1:07 - loss: 1.9675 - dice_coefficient: 0.3170
Epoch 1: loss did not improve from 1.56562
284/400 [====================>.........] - ETA: 1:06 - loss: 1.9643 - dice_coefficient: 0.3176
Epoch 1: loss did not improve from 1.56562
285/400 [====================>.........] - ETA: 1:06 - loss: 2.0185 - dice_coefficient: 0.3165
Epoch 1: loss did not improve from 1.56562
286/400 [====================>.........] - ETA: 1:05 - loss: 2.0191 - dice_coefficient: 0.3161
Epoch 1: loss did not improve from 1.56562
287/400 [====================>.........] - ETA: 1:04 - loss: 2.0182 - dice_coefficient: 0.3160
Epoch 1: loss did not improve from 1.56562
288/400 [====================>.........] - ETA: 1:04 - loss: 2.0175 - dice_coefficient: 0.3157
Epoch 1: loss did not improve from 1.56562
289/400 [====================>.........] - ETA: 1:03 - loss: 2.0167 - dice_coefficient: 0.3155
Epoch 1: loss did not improve from 1.56562
290/400 [====================>.........] - ETA: 1:03 - loss: 2.0161 - dice_coefficient: 0.3153
Epoch 1: loss did not improve from 1.56562
291/400 [====================>.........] - ETA: 1:02 - loss: 2.0127 - dice_coefficient: 0.3161
Epoch 1: loss did not improve from 1.56562
292/400 [====================>.........] - ETA: 1:02 - loss: 2.0097 - dice_coefficient: 0.3165
Epoch 1: loss did not improve from 1.56562
293/400 [====================>.........] - ETA: 1:01 - loss: 2.0094 - dice_coefficient: 0.3164
Epoch 1: loss did not improve from 1.56562
294/400 [=====================>........] - ETA: 1:00 - loss: 2.0094 - dice_coefficient: 0.3160
Epoch 1: loss did not improve from 1.56562
295/400 [=====================>........] - ETA: 1:00 - loss: 2.0094 - dice_coefficient: 0.3156
Epoch 1: loss did not improve from 1.56562
296/400 [=====================>........] - ETA: 59s - loss: 2.0061 - dice_coefficient: 0.3160 
Epoch 1: loss did not improve from 1.56562
297/400 [=====================>........] - ETA: 59s - loss: 2.0048 - dice_coefficient: 0.3162
Epoch 1: loss did not improve from 1.56562
298/400 [=====================>........] - ETA: 58s - loss: 2.0031 - dice_coefficient: 0.3162
Epoch 1: loss did not improve from 1.56562
299/400 [=====================>........] - ETA: 58s - loss: 2.0022 - dice_coefficient: 0.3161
Epoch 1: loss did not improve from 1.56562
300/400 [=====================>........] - ETA: 57s - loss: 1.9983 - dice_coefficient: 0.3169
Epoch 1: loss did not improve from 1.56562
301/400 [=====================>........] - ETA: 56s - loss: 1.9964 - dice_coefficient: 0.3170
Epoch 1: loss did not improve from 1.56562
302/400 [=====================>........] - ETA: 56s - loss: 1.9972 - dice_coefficient: 0.3166
Epoch 1: loss did not improve from 1.56562
303/400 [=====================>........] - ETA: 55s - loss: 1.9933 - dice_coefficient: 0.3174
Epoch 1: loss did not improve from 1.56562
304/400 [=====================>........] - ETA: 55s - loss: 1.9935 - dice_coefficient: 0.3170
Epoch 1: loss did not improve from 1.56562
305/400 [=====================>........] - ETA: 54s - loss: 1.9911 - dice_coefficient: 0.3173
Epoch 1: loss did not improve from 1.56562
306/400 [=====================>........] - ETA: 54s - loss: 1.9898 - dice_coefficient: 0.3173
Epoch 1: loss did not improve from 1.56562
307/400 [======================>.......] - ETA: 53s - loss: 1.9895 - dice_coefficient: 0.3169
Epoch 1: loss did not improve from 1.56562
308/400 [======================>.......] - ETA: 52s - loss: 1.9862 - dice_coefficient: 0.3176
Epoch 1: loss did not improve from 1.56562
309/400 [======================>.......] - ETA: 52s - loss: 1.9829 - dice_coefficient: 0.3182
Epoch 1: loss did not improve from 1.56562
310/400 [======================>.......] - ETA: 51s - loss: 1.9818 - dice_coefficient: 0.3182
Epoch 1: loss did not improve from 1.56562
311/400 [======================>.......] - ETA: 51s - loss: 1.9820 - dice_coefficient: 0.3179
Epoch 1: loss did not improve from 1.56562
312/400 [======================>.......] - ETA: 50s - loss: 1.9835 - dice_coefficient: 0.3175
Epoch 1: loss did not improve from 1.56562
313/400 [======================>.......] - ETA: 49s - loss: 1.9825 - dice_coefficient: 0.3174
Epoch 1: loss did not improve from 1.56562
314/400 [======================>.......] - ETA: 49s - loss: 1.9790 - dice_coefficient: 0.3181
Epoch 1: loss did not improve from 1.56562
315/400 [======================>.......] - ETA: 48s - loss: 1.9779 - dice_coefficient: 0.3181
Epoch 1: loss did not improve from 1.56562
316/400 [======================>.......] - ETA: 48s - loss: 1.9756 - dice_coefficient: 0.3182
Epoch 1: loss did not improve from 1.56562
317/400 [======================>.......] - ETA: 47s - loss: 1.9731 - dice_coefficient: 0.3185
Epoch 1: loss did not improve from 1.56562
318/400 [======================>.......] - ETA: 47s - loss: 1.9701 - dice_coefficient: 0.3191
Epoch 1: loss did not improve from 1.56562
319/400 [======================>.......] - ETA: 46s - loss: 1.9687 - dice_coefficient: 0.3191
Epoch 1: loss did not improve from 1.56562
320/400 [=======================>......] - ETA: 45s - loss: 1.9657 - dice_coefficient: 0.3195
Epoch 1: loss did not improve from 1.56562
321/400 [=======================>......] - ETA: 45s - loss: 1.9625 - dice_coefficient: 0.3202
Epoch 1: loss did not improve from 1.56562
322/400 [=======================>......] - ETA: 44s - loss: 1.9675 - dice_coefficient: 0.3194
Epoch 1: loss did not improve from 1.56562
323/400 [=======================>......] - ETA: 44s - loss: 1.9658 - dice_coefficient: 0.3196
Epoch 1: loss did not improve from 1.56562
324/400 [=======================>......] - ETA: 43s - loss: 1.9664 - dice_coefficient: 0.3194
Epoch 1: loss did not improve from 1.56562
325/400 [=======================>......] - ETA: 43s - loss: 1.9631 - dice_coefficient: 0.3201
Epoch 1: loss did not improve from 1.56562
326/400 [=======================>......] - ETA: 42s - loss: 1.9642 - dice_coefficient: 0.3196
Epoch 1: loss did not improve from 1.56562
327/400 [=======================>......] - ETA: 41s - loss: 1.9613 - dice_coefficient: 0.3202
Epoch 1: loss did not improve from 1.56562
328/400 [=======================>......] - ETA: 41s - loss: 1.9625 - dice_coefficient: 0.3198
Epoch 1: loss did not improve from 1.56562
329/400 [=======================>......] - ETA: 40s - loss: 1.9615 - dice_coefficient: 0.3197
Epoch 1: loss did not improve from 1.56562
330/400 [=======================>......] - ETA: 40s - loss: 1.9604 - dice_coefficient: 0.3196
Epoch 1: loss did not improve from 1.56562
331/400 [=======================>......] - ETA: 39s - loss: 1.9584 - dice_coefficient: 0.3199
Epoch 1: loss did not improve from 1.56562
332/400 [=======================>......] - ETA: 39s - loss: 1.9558 - dice_coefficient: 0.3203
Epoch 1: loss did not improve from 1.56562
333/400 [=======================>......] - ETA: 38s - loss: 1.9538 - dice_coefficient: 0.3206
Epoch 1: loss did not improve from 1.56562
334/400 [========================>.....] - ETA: 37s - loss: 1.9526 - dice_coefficient: 0.3205
Epoch 1: loss did not improve from 1.56562
335/400 [========================>.....] - ETA: 37s - loss: 1.9496 - dice_coefficient: 0.3211
Epoch 1: loss did not improve from 1.56562
336/400 [========================>.....] - ETA: 36s - loss: 1.9517 - dice_coefficient: 0.3206
Epoch 1: loss did not improve from 1.56562
337/400 [========================>.....] - ETA: 36s - loss: 1.9496 - dice_coefficient: 0.3210
Epoch 1: loss did not improve from 1.56562
338/400 [========================>.....] - ETA: 35s - loss: 1.9506 - dice_coefficient: 0.3205
Epoch 1: loss did not improve from 1.56562
339/400 [========================>.....] - ETA: 35s - loss: 1.9558 - dice_coefficient: 0.3197
Epoch 1: loss did not improve from 1.56562
340/400 [========================>.....] - ETA: 34s - loss: 1.9525 - dice_coefficient: 0.3207
Epoch 1: loss did not improve from 1.56562
341/400 [========================>.....] - ETA: 33s - loss: 1.9514 - dice_coefficient: 0.3207
Epoch 1: loss did not improve from 1.56562
342/400 [========================>.....] - ETA: 33s - loss: 1.9488 - dice_coefficient: 0.3213
Epoch 1: loss did not improve from 1.56562
343/400 [========================>.....] - ETA: 32s - loss: 1.9476 - dice_coefficient: 0.3213
Epoch 1: loss did not improve from 1.56562
344/400 [========================>.....] - ETA: 32s - loss: 1.9451 - dice_coefficient: 0.3217
Epoch 1: loss did not improve from 1.56562
345/400 [========================>.....] - ETA: 31s - loss: 1.9459 - dice_coefficient: 0.3213
Epoch 1: loss did not improve from 1.56562
346/400 [========================>.....] - ETA: 31s - loss: 1.9427 - dice_coefficient: 0.3220
Epoch 1: loss did not improve from 1.56562
347/400 [=========================>....] - ETA: 30s - loss: 1.9404 - dice_coefficient: 0.3228
Epoch 1: loss did not improve from 1.56562
348/400 [=========================>....] - ETA: 29s - loss: 1.9373 - dice_coefficient: 0.3235
Epoch 1: loss did not improve from 1.56562
349/400 [=========================>....] - ETA: 29s - loss: 1.9345 - dice_coefficient: 0.3242
Epoch 1: loss did not improve from 1.56562
350/400 [=========================>....] - ETA: 28s - loss: 1.9319 - dice_coefficient: 0.3248
Epoch 1: loss did not improve from 1.56562
351/400 [=========================>....] - ETA: 28s - loss: 1.9301 - dice_coefficient: 0.3251
Epoch 1: loss did not improve from 1.56562
352/400 [=========================>....] - ETA: 27s - loss: 1.9281 - dice_coefficient: 0.3254
Epoch 1: loss did not improve from 1.56562
353/400 [=========================>....] - ETA: 26s - loss: 1.9248 - dice_coefficient: 0.3262
Epoch 1: loss did not improve from 1.56562
354/400 [=========================>....] - ETA: 26s - loss: 1.9250 - dice_coefficient: 0.3258
Epoch 1: loss did not improve from 1.56562
355/400 [=========================>....] - ETA: 25s - loss: 1.9214 - dice_coefficient: 0.3267
Epoch 1: loss did not improve from 1.56562
356/400 [=========================>....] - ETA: 25s - loss: 1.9213 - dice_coefficient: 0.3265
Epoch 1: loss did not improve from 1.56562
357/400 [=========================>....] - ETA: 24s - loss: 1.9190 - dice_coefficient: 0.3269
Epoch 1: loss did not improve from 1.56562
358/400 [=========================>....] - ETA: 24s - loss: 1.9195 - dice_coefficient: 0.3266
Epoch 1: loss did not improve from 1.56562
359/400 [=========================>....] - ETA: 23s - loss: 1.9181 - dice_coefficient: 0.3267
Epoch 1: loss did not improve from 1.56562
360/400 [==========================>...] - ETA: 22s - loss: 1.9180 - dice_coefficient: 0.3266
Epoch 1: loss did not improve from 1.56562
361/400 [==========================>...] - ETA: 22s - loss: 1.9159 - dice_coefficient: 0.3273
Epoch 1: loss did not improve from 1.56562
362/400 [==========================>...] - ETA: 21s - loss: 1.9124 - dice_coefficient: 0.3283
Epoch 1: loss did not improve from 1.56562
363/400 [==========================>...] - ETA: 21s - loss: 1.9104 - dice_coefficient: 0.3286
Epoch 1: loss did not improve from 1.56562
364/400 [==========================>...] - ETA: 20s - loss: 1.9073 - dice_coefficient: 0.3293
Epoch 1: loss did not improve from 1.56562
365/400 [==========================>...] - ETA: 20s - loss: 1.9040 - dice_coefficient: 0.3302
Epoch 1: loss did not improve from 1.56562
366/400 [==========================>...] - ETA: 19s - loss: 1.9019 - dice_coefficient: 0.3304
Epoch 1: loss did not improve from 1.56562
367/400 [==========================>...] - ETA: 18s - loss: 1.9024 - dice_coefficient: 0.3302
Epoch 1: loss did not improve from 1.56562
368/400 [==========================>...] - ETA: 18s - loss: 1.9057 - dice_coefficient: 0.3295
Epoch 1: loss did not improve from 1.56562
369/400 [==========================>...] - ETA: 17s - loss: 1.9031 - dice_coefficient: 0.3300
Epoch 1: loss did not improve from 1.56562
370/400 [==========================>...] - ETA: 17s - loss: 1.9009 - dice_coefficient: 0.3304
Epoch 1: loss did not improve from 1.56562
371/400 [==========================>...] - ETA: 16s - loss: 1.8980 - dice_coefficient: 0.3311
Epoch 1: loss did not improve from 1.56562
372/400 [==========================>...] - ETA: 16s - loss: 1.8998 - dice_coefficient: 0.3305
Epoch 1: loss did not improve from 1.56562
373/400 [==========================>...] - ETA: 15s - loss: 1.8983 - dice_coefficient: 0.3306
Epoch 1: loss did not improve from 1.56562
374/400 [===========================>..] - ETA: 14s - loss: 1.8961 - dice_coefficient: 0.3311
Epoch 1: loss did not improve from 1.56562
375/400 [===========================>..] - ETA: 14s - loss: 1.8935 - dice_coefficient: 0.3316
Epoch 1: loss did not improve from 1.56562
376/400 [===========================>..] - ETA: 13s - loss: 1.8987 - dice_coefficient: 0.3308
Epoch 1: loss did not improve from 1.56562
377/400 [===========================>..] - ETA: 13s - loss: 1.9038 - dice_coefficient: 0.3301
Epoch 1: loss did not improve from 1.56562
378/400 [===========================>..] - ETA: 12s - loss: 1.9006 - dice_coefficient: 0.3309
Epoch 1: loss did not improve from 1.56562
379/400 [===========================>..] - ETA: 12s - loss: 1.8977 - dice_coefficient: 0.3315
Epoch 1: loss did not improve from 1.56562
380/400 [===========================>..] - ETA: 11s - loss: 1.8970 - dice_coefficient: 0.3314
Epoch 1: loss did not improve from 1.56562
381/400 [===========================>..] - ETA: 10s - loss: 1.8986 - dice_coefficient: 0.3309
Epoch 1: loss did not improve from 1.56562
382/400 [===========================>..] - ETA: 10s - loss: 1.8961 - dice_coefficient: 0.3314
Epoch 1: loss did not improve from 1.56562
383/400 [===========================>..] - ETA: 9s - loss: 1.8936 - dice_coefficient: 0.3319 
Epoch 1: loss did not improve from 1.56562
384/400 [===========================>..] - ETA: 9s - loss: 1.8907 - dice_coefficient: 0.3326
Epoch 1: loss did not improve from 1.56562
385/400 [===========================>..] - ETA: 8s - loss: 1.8888 - dice_coefficient: 0.3330
Epoch 1: loss did not improve from 1.56562
386/400 [===========================>..] - ETA: 8s - loss: 1.8865 - dice_coefficient: 0.3334
Epoch 1: loss did not improve from 1.56562
387/400 [============================>.] - ETA: 7s - loss: 1.8882 - dice_coefficient: 0.3329
Epoch 1: loss did not improve from 1.56562
388/400 [============================>.] - ETA: 6s - loss: 1.8881 - dice_coefficient: 0.3331
Epoch 1: loss did not improve from 1.56562
389/400 [============================>.] - ETA: 6s - loss: 1.8874 - dice_coefficient: 0.3331
Epoch 1: loss did not improve from 1.56562
390/400 [============================>.] - ETA: 5s - loss: 1.8858 - dice_coefficient: 0.3333
Epoch 1: loss did not improve from 1.56562
391/400 [============================>.] - ETA: 5s - loss: 1.8853 - dice_coefficient: 0.3332
Epoch 1: loss did not improve from 1.56562
392/400 [============================>.] - ETA: 4s - loss: 1.8863 - dice_coefficient: 0.3328
Epoch 1: loss did not improve from 1.56562
393/400 [============================>.] - ETA: 4s - loss: 1.8873 - dice_coefficient: 0.3324
Epoch 1: loss did not improve from 1.56562
394/400 [============================>.] - ETA: 3s - loss: 1.8855 - dice_coefficient: 0.3327
Epoch 1: loss did not improve from 1.56562
395/400 [============================>.] - ETA: 2s - loss: 1.8834 - dice_coefficient: 0.3332
Epoch 1: loss did not improve from 1.56562
396/400 [============================>.] - ETA: 2s - loss: 1.8818 - dice_coefficient: 0.3333
Epoch 1: loss did not improve from 1.56562
397/400 [============================>.] - ETA: 1s - loss: 1.8804 - dice_coefficient: 0.3338
Epoch 1: loss did not improve from 1.56562
398/400 [============================>.] - ETA: 1s - loss: 1.8798 - dice_coefficient: 0.3337
Epoch 1: loss did not improve from 1.56562
399/400 [============================>.] - ETA: 0s - loss: 1.8801 - dice_coefficient: 0.3334
Epoch 1: loss did not improve from 1.56562
400/400 [==============================] - 236s 579ms/step - loss: 1.8778 - dice_coefficient: 0.3340 - val_loss: 1.5615 - val_dice_coefficient: 0.3497 - lr: 1.0000e-04
Epoch 2/30

Epoch 2: loss did not improve from 1.56562
  1/400 [..............................] - ETA: 3:41 - loss: 1.9778 - dice_coefficient: 0.2180
Epoch 2: loss did not improve from 1.56562
  2/400 [..............................] - ETA: 3:48 - loss: 2.7600 - dice_coefficient: 0.1377
Epoch 2: loss did not improve from 1.56562
  3/400 [..............................] - ETA: 3:46 - loss: 2.3986 - dice_coefficient: 0.1858
Epoch 2: loss did not improve from 1.56562
  4/400 [..............................] - ETA: 3:46 - loss: 2.5976 - dice_coefficient: 0.1548
Epoch 2: loss did not improve from 1.56562
  5/400 [..............................] - ETA: 3:46 - loss: 2.2775 - dice_coefficient: 0.2259
Epoch 2: loss did not improve from 1.56562
  6/400 [..............................] - ETA: 3:45 - loss: 2.0402 - dice_coefficient: 0.2809
Epoch 2: loss did not improve from 1.56562
  7/400 [..............................] - ETA: 3:45 - loss: 1.8589 - dice_coefficient: 0.3284
Epoch 2: loss did not improve from 1.56562
  8/400 [..............................] - ETA: 3:44 - loss: 1.8617 - dice_coefficient: 0.3154
Epoch 2: loss did not improve from 1.56562
  9/400 [..............................] - ETA: 3:44 - loss: 1.7910 - dice_coefficient: 0.3257
Epoch 2: loss did not improve from 1.56562
 10/400 [..............................] - ETA: 3:43 - loss: 1.7277 - dice_coefficient: 0.3498
Epoch 2: loss did not improve from 1.56562
 11/400 [..............................] - ETA: 3:43 - loss: 1.7770 - dice_coefficient: 0.3322
Epoch 2: loss did not improve from 1.56562
 12/400 [..............................] - ETA: 3:42 - loss: 1.7003 - dice_coefficient: 0.3547
Epoch 2: loss did not improve from 1.56562
 13/400 [..............................] - ETA: 3:41 - loss: 1.6426 - dice_coefficient: 0.3664
Epoch 2: loss did not improve from 1.56562
 14/400 [>.............................] - ETA: 3:41 - loss: 1.5786 - dice_coefficient: 0.3814
Epoch 2: loss did not improve from 1.56562
 15/400 [>.............................] - ETA: 3:40 - loss: 1.6812 - dice_coefficient: 0.3612
Epoch 2: loss did not improve from 1.56562
 16/400 [>.............................] - ETA: 3:39 - loss: 1.6666 - dice_coefficient: 0.3619
Epoch 2: loss did not improve from 1.56562
 17/400 [>.............................] - ETA: 3:38 - loss: 1.6146 - dice_coefficient: 0.3747
Epoch 2: loss did not improve from 1.56562
 18/400 [>.............................] - ETA: 3:38 - loss: 1.5733 - dice_coefficient: 0.3852
Epoch 2: loss improved from 1.56562 to 1.54522, saving model to model-1.55.h5
 19/400 [>.............................] - ETA: 3:41 - loss: 1.5452 - dice_coefficient: 0.3906
Epoch 2: loss did not improve from 1.54522
 20/400 [>.............................] - ETA: 3:40 - loss: 1.5618 - dice_coefficient: 0.3820
Epoch 2: loss improved from 1.54522 to 1.52046, saving model to model-1.52.h5
 21/400 [>.............................] - ETA: 3:42 - loss: 1.5205 - dice_coefficient: 0.3938
Epoch 2: loss improved from 1.52046 to 1.47949, saving model to model-1.48.h5
 22/400 [>.............................] - ETA: 3:44 - loss: 1.4795 - dice_coefficient: 0.4072
Epoch 2: loss did not improve from 1.47949
 23/400 [>.............................] - ETA: 3:43 - loss: 1.5462 - dice_coefficient: 0.3936
Epoch 2: loss did not improve from 1.47949
 24/400 [>.............................] - ETA: 3:42 - loss: 1.5172 - dice_coefficient: 0.3995
Epoch 2: loss did not improve from 1.47949
 25/400 [>.............................] - ETA: 3:41 - loss: 1.4927 - dice_coefficient: 0.4033
Epoch 2: loss improved from 1.47949 to 1.46857, saving model to model-1.47.h5
 26/400 [>.............................] - ETA: 3:43 - loss: 1.4686 - dice_coefficient: 0.4088
Epoch 2: loss improved from 1.46857 to 1.44956, saving model to model-1.45.h5
 27/400 [=>............................] - ETA: 3:45 - loss: 1.4496 - dice_coefficient: 0.4134
Epoch 2: loss did not improve from 1.44956
 28/400 [=>............................] - ETA: 3:44 - loss: 1.4725 - dice_coefficient: 0.4059
Epoch 2: loss did not improve from 1.44956
 29/400 [=>............................] - ETA: 3:43 - loss: 1.4509 - dice_coefficient: 0.4126
Epoch 2: loss improved from 1.44956 to 1.44290, saving model to model-1.44.h5
 30/400 [=>............................] - ETA: 3:44 - loss: 1.4429 - dice_coefficient: 0.4107
Epoch 2: loss improved from 1.44290 to 1.42862, saving model to model-1.43.h5
 31/400 [=>............................] - ETA: 3:45 - loss: 1.4286 - dice_coefficient: 0.4136
Epoch 2: loss did not improve from 1.42862
 32/400 [=>............................] - ETA: 3:44 - loss: 1.4714 - dice_coefficient: 0.4037
Epoch 2: loss did not improve from 1.42862
 33/400 [=>............................] - ETA: 3:43 - loss: 1.4667 - dice_coefficient: 0.4020
Epoch 2: loss did not improve from 1.42862
 34/400 [=>............................] - ETA: 3:42 - loss: 1.4470 - dice_coefficient: 0.4083
Epoch 2: loss did not improve from 1.42862
 35/400 [=>............................] - ETA: 3:41 - loss: 1.4306 - dice_coefficient: 0.4148
Epoch 2: loss did not improve from 1.42862
 36/400 [=>............................] - ETA: 3:40 - loss: 1.4695 - dice_coefficient: 0.4057
Epoch 2: loss did not improve from 1.42862
 37/400 [=>............................] - ETA: 3:39 - loss: 1.4644 - dice_coefficient: 0.4042
Epoch 2: loss did not improve from 1.42862
 38/400 [=>............................] - ETA: 3:38 - loss: 1.5212 - dice_coefficient: 0.3948
Epoch 2: loss did not improve from 1.42862
 39/400 [=>............................] - ETA: 3:37 - loss: 1.5117 - dice_coefficient: 0.3951
Epoch 2: loss did not improve from 1.42862
 40/400 [==>...........................] - ETA: 3:36 - loss: 1.5103 - dice_coefficient: 0.3930
Epoch 2: loss did not improve from 1.42862
 41/400 [==>...........................] - ETA: 3:35 - loss: 1.4938 - dice_coefficient: 0.3981
Epoch 2: loss did not improve from 1.42862
 42/400 [==>...........................] - ETA: 3:34 - loss: 1.5156 - dice_coefficient: 0.3918
Epoch 2: loss did not improve from 1.42862
 43/400 [==>...........................] - ETA: 3:34 - loss: 1.5197 - dice_coefficient: 0.3881
Epoch 2: loss did not improve from 1.42862
 44/400 [==>...........................] - ETA: 3:33 - loss: 1.5186 - dice_coefficient: 0.3867
Epoch 2: loss did not improve from 1.42862
 45/400 [==>...........................] - ETA: 3:32 - loss: 1.5320 - dice_coefficient: 0.3820
Epoch 2: loss did not improve from 1.42862
 46/400 [==>...........................] - ETA: 3:31 - loss: 1.5293 - dice_coefficient: 0.3809
Epoch 2: loss did not improve from 1.42862
 47/400 [==>...........................] - ETA: 3:30 - loss: 1.5343 - dice_coefficient: 0.3781
Epoch 2: loss did not improve from 1.42862
 48/400 [==>...........................] - ETA: 3:29 - loss: 1.5249 - dice_coefficient: 0.3788
Epoch 2: loss did not improve from 1.42862
 49/400 [==>...........................] - ETA: 3:29 - loss: 1.5154 - dice_coefficient: 0.3810
Epoch 2: loss did not improve from 1.42862
 50/400 [==>...........................] - ETA: 3:28 - loss: 1.5128 - dice_coefficient: 0.3801
Epoch 2: loss did not improve from 1.42862
 51/400 [==>...........................] - ETA: 3:27 - loss: 1.5007 - dice_coefficient: 0.3832
Epoch 2: loss did not improve from 1.42862
 52/400 [==>...........................] - ETA: 3:26 - loss: 1.5078 - dice_coefficient: 0.3798
Epoch 2: loss did not improve from 1.42862
 53/400 [==>...........................] - ETA: 3:26 - loss: 1.4916 - dice_coefficient: 0.3844
Epoch 2: loss did not improve from 1.42862
 54/400 [===>..........................] - ETA: 3:25 - loss: 1.4783 - dice_coefficient: 0.3877
Epoch 2: loss did not improve from 1.42862
 55/400 [===>..........................] - ETA: 3:24 - loss: 1.4823 - dice_coefficient: 0.3854
Epoch 2: loss did not improve from 1.42862
 56/400 [===>..........................] - ETA: 3:23 - loss: 1.4700 - dice_coefficient: 0.3879
Epoch 2: loss did not improve from 1.42862
 57/400 [===>..........................] - ETA: 3:23 - loss: 1.4669 - dice_coefficient: 0.3875
Epoch 2: loss did not improve from 1.42862
 58/400 [===>..........................] - ETA: 3:22 - loss: 1.4572 - dice_coefficient: 0.3899
Epoch 2: loss did not improve from 1.42862
 59/400 [===>..........................] - ETA: 3:21 - loss: 1.4769 - dice_coefficient: 0.3852
Epoch 2: loss did not improve from 1.42862
 60/400 [===>..........................] - ETA: 3:20 - loss: 1.4655 - dice_coefficient: 0.3892
Epoch 2: loss did not improve from 1.42862
 61/400 [===>..........................] - ETA: 3:20 - loss: 1.4628 - dice_coefficient: 0.3888
Epoch 2: loss did not improve from 1.42862
 62/400 [===>..........................] - ETA: 3:19 - loss: 1.4676 - dice_coefficient: 0.3868
Epoch 2: loss did not improve from 1.42862
 63/400 [===>..........................] - ETA: 3:18 - loss: 1.4576 - dice_coefficient: 0.3899
Epoch 2: loss did not improve from 1.42862
 64/400 [===>..........................] - ETA: 3:18 - loss: 1.4525 - dice_coefficient: 0.3910
Epoch 2: loss did not improve from 1.42862
 65/400 [===>..........................] - ETA: 3:17 - loss: 1.4572 - dice_coefficient: 0.3890
Epoch 2: loss did not improve from 1.42862
 66/400 [===>..........................] - ETA: 3:16 - loss: 1.4753 - dice_coefficient: 0.3847
Epoch 2: loss did not improve from 1.42862
 67/400 [====>.........................] - ETA: 3:15 - loss: 1.4649 - dice_coefficient: 0.3888
Epoch 2: loss did not improve from 1.42862
 68/400 [====>.........................] - ETA: 3:15 - loss: 1.4554 - dice_coefficient: 0.3911
Epoch 2: loss did not improve from 1.42862
 69/400 [====>.........................] - ETA: 3:14 - loss: 1.4545 - dice_coefficient: 0.3905
Epoch 2: loss did not improve from 1.42862
 70/400 [====>.........................] - ETA: 3:14 - loss: 1.4451 - dice_coefficient: 0.3934
Epoch 2: loss did not improve from 1.42862
 71/400 [====>.........................] - ETA: 3:13 - loss: 1.4435 - dice_coefficient: 0.3934
Epoch 2: loss did not improve from 1.42862
 72/400 [====>.........................] - ETA: 3:12 - loss: 1.4335 - dice_coefficient: 0.3960
Epoch 2: loss did not improve from 1.42862
 73/400 [====>.........................] - ETA: 3:11 - loss: 1.4381 - dice_coefficient: 0.3939
Epoch 2: loss did not improve from 1.42862
 74/400 [====>.........................] - ETA: 3:11 - loss: 1.4306 - dice_coefficient: 0.3952
Epoch 2: loss improved from 1.42862 to 1.42393, saving model to model-1.42.h5
 75/400 [====>.........................] - ETA: 3:11 - loss: 1.4239 - dice_coefficient: 0.3968
Epoch 2: loss improved from 1.42393 to 1.41579, saving model to model-1.42.h5
 76/400 [====>.........................] - ETA: 3:11 - loss: 1.4158 - dice_coefficient: 0.3989
Epoch 2: loss improved from 1.41579 to 1.40910, saving model to model-1.41.h5
 77/400 [====>.........................] - ETA: 3:11 - loss: 1.4091 - dice_coefficient: 0.4002
Epoch 2: loss improved from 1.40910 to 1.40632, saving model to model-1.41.h5
 78/400 [====>.........................] - ETA: 3:11 - loss: 1.4063 - dice_coefficient: 0.4003
Epoch 2: loss improved from 1.40632 to 1.40473, saving model to model-1.40.h5
 79/400 [====>.........................] - ETA: 3:11 - loss: 1.4047 - dice_coefficient: 0.3999
Epoch 2: loss improved from 1.40473 to 1.39293, saving model to model-1.39.h5
 80/400 [=====>........................] - ETA: 3:11 - loss: 1.3929 - dice_coefficient: 0.4042
Epoch 2: loss improved from 1.39293 to 1.38370, saving model to model-1.38.h5
 81/400 [=====>........................] - ETA: 3:11 - loss: 1.3837 - dice_coefficient: 0.4080
Epoch 2: loss improved from 1.38370 to 1.37285, saving model to model-1.37.h5
 82/400 [=====>........................] - ETA: 3:11 - loss: 1.3729 - dice_coefficient: 0.4117
Epoch 2: loss did not improve from 1.37285
 83/400 [=====>........................] - ETA: 3:10 - loss: 1.3915 - dice_coefficient: 0.4081
Epoch 2: loss did not improve from 1.37285
 84/400 [=====>........................] - ETA: 3:09 - loss: 1.3840 - dice_coefficient: 0.4108
Epoch 2: loss did not improve from 1.37285
 85/400 [=====>........................] - ETA: 3:09 - loss: 1.3763 - dice_coefficient: 0.4134
Epoch 2: loss did not improve from 1.37285
 86/400 [=====>........................] - ETA: 3:08 - loss: 1.3753 - dice_coefficient: 0.4130
Epoch 2: loss improved from 1.37285 to 1.37120, saving model to model-1.37.h5
 87/400 [=====>........................] - ETA: 3:08 - loss: 1.3712 - dice_coefficient: 0.4138
Epoch 2: loss improved from 1.37120 to 1.36761, saving model to model-1.37.h5
 88/400 [=====>........................] - ETA: 3:08 - loss: 1.3676 - dice_coefficient: 0.4142
Epoch 2: loss improved from 1.36761 to 1.36450, saving model to model-1.36.h5
 89/400 [=====>........................] - ETA: 3:08 - loss: 1.3645 - dice_coefficient: 0.4150
Epoch 2: loss did not improve from 1.36450
 90/400 [=====>........................] - ETA: 3:07 - loss: 1.3768 - dice_coefficient: 0.4120
Epoch 2: loss did not improve from 1.36450
 91/400 [=====>........................] - ETA: 3:06 - loss: 1.3731 - dice_coefficient: 0.4125
Epoch 2: loss did not improve from 1.36450
 92/400 [=====>........................] - ETA: 3:06 - loss: 1.3785 - dice_coefficient: 0.4105
Epoch 2: loss did not improve from 1.36450
 93/400 [=====>........................] - ETA: 3:05 - loss: 1.3906 - dice_coefficient: 0.4075
Epoch 2: loss did not improve from 1.36450
 94/400 [======>.......................] - ETA: 3:04 - loss: 1.3860 - dice_coefficient: 0.4090
Epoch 2: loss did not improve from 1.36450
 95/400 [======>.......................] - ETA: 3:03 - loss: 1.3779 - dice_coefficient: 0.4119
Epoch 2: loss did not improve from 1.36450
 96/400 [======>.......................] - ETA: 3:03 - loss: 1.3942 - dice_coefficient: 0.4085
Epoch 2: loss did not improve from 1.36450
 97/400 [======>.......................] - ETA: 3:02 - loss: 1.3949 - dice_coefficient: 0.4077
Epoch 2: loss did not improve from 1.36450
 98/400 [======>.......................] - ETA: 3:01 - loss: 1.3956 - dice_coefficient: 0.4067
Epoch 2: loss did not improve from 1.36450
 99/400 [======>.......................] - ETA: 3:01 - loss: 1.3961 - dice_coefficient: 0.4057
Epoch 2: loss did not improve from 1.36450
100/400 [======>.......................] - ETA: 3:00 - loss: 1.3970 - dice_coefficient: 0.4047
Epoch 2: loss did not improve from 1.36450
101/400 [======>.......................] - ETA: 2:59 - loss: 1.4138 - dice_coefficient: 0.4014
Epoch 2: loss did not improve from 1.36450
102/400 [======>.......................] - ETA: 2:58 - loss: 1.4231 - dice_coefficient: 0.3989
Epoch 2: loss did not improve from 1.36450
103/400 [======>.......................] - ETA: 2:58 - loss: 1.4182 - dice_coefficient: 0.3997
Epoch 2: loss did not improve from 1.36450
104/400 [======>.......................] - ETA: 2:57 - loss: 1.4180 - dice_coefficient: 0.3992
Epoch 2: loss did not improve from 1.36450
105/400 [======>.......................] - ETA: 2:56 - loss: 1.4146 - dice_coefficient: 0.3994
Epoch 2: loss did not improve from 1.36450
106/400 [======>.......................] - ETA: 2:56 - loss: 1.4115 - dice_coefficient: 0.4007
Epoch 2: loss did not improve from 1.36450
107/400 [=======>......................] - ETA: 2:55 - loss: 1.4084 - dice_coefficient: 0.4012
Epoch 2: loss did not improve from 1.36450
108/400 [=======>......................] - ETA: 2:54 - loss: 1.4045 - dice_coefficient: 0.4019
Epoch 2: loss did not improve from 1.36450
109/400 [=======>......................] - ETA: 2:54 - loss: 1.4009 - dice_coefficient: 0.4024
Epoch 2: loss did not improve from 1.36450
110/400 [=======>......................] - ETA: 2:53 - loss: 1.3945 - dice_coefficient: 0.4046
Epoch 2: loss did not improve from 1.36450
111/400 [=======>......................] - ETA: 2:52 - loss: 1.3893 - dice_coefficient: 0.4063
Epoch 2: loss did not improve from 1.36450
112/400 [=======>......................] - ETA: 2:52 - loss: 1.3902 - dice_coefficient: 0.4054
Epoch 2: loss did not improve from 1.36450
113/400 [=======>......................] - ETA: 2:51 - loss: 1.3845 - dice_coefficient: 0.4070
Epoch 2: loss did not improve from 1.36450
114/400 [=======>......................] - ETA: 2:50 - loss: 1.3903 - dice_coefficient: 0.4050
Epoch 2: loss did not improve from 1.36450
115/400 [=======>......................] - ETA: 2:49 - loss: 1.3908 - dice_coefficient: 0.4044
Epoch 2: loss did not improve from 1.36450
116/400 [=======>......................] - ETA: 2:49 - loss: 1.3954 - dice_coefficient: 0.4026
Epoch 2: loss did not improve from 1.36450
117/400 [=======>......................] - ETA: 2:48 - loss: 1.3911 - dice_coefficient: 0.4037
Epoch 2: loss did not improve from 1.36450
118/400 [=======>......................] - ETA: 2:48 - loss: 1.3882 - dice_coefficient: 0.4041
Epoch 2: loss did not improve from 1.36450
119/400 [=======>......................] - ETA: 2:47 - loss: 1.3859 - dice_coefficient: 0.4040
Epoch 2: loss did not improve from 1.36450
120/400 [========>.....................] - ETA: 2:46 - loss: 1.3818 - dice_coefficient: 0.4061
Epoch 2: loss did not improve from 1.36450
121/400 [========>.....................] - ETA: 2:46 - loss: 1.3786 - dice_coefficient: 0.4069
Epoch 2: loss did not improve from 1.36450
122/400 [========>.....................] - ETA: 2:45 - loss: 1.3754 - dice_coefficient: 0.4075
Epoch 2: loss did not improve from 1.36450
123/400 [========>.....................] - ETA: 2:44 - loss: 1.3707 - dice_coefficient: 0.4087
Epoch 2: loss did not improve from 1.36450
124/400 [========>.....................] - ETA: 2:44 - loss: 1.3682 - dice_coefficient: 0.4088
Epoch 2: loss improved from 1.36450 to 1.36449, saving model to model-1.36.h5
125/400 [========>.....................] - ETA: 2:43 - loss: 1.3645 - dice_coefficient: 0.4095
Epoch 2: loss improved from 1.36449 to 1.36282, saving model to model-1.36.h5
126/400 [========>.....................] - ETA: 2:43 - loss: 1.3628 - dice_coefficient: 0.4098
Epoch 2: loss improved from 1.36282 to 1.35586, saving model to model-1.36.h5
127/400 [========>.....................] - ETA: 2:43 - loss: 1.3559 - dice_coefficient: 0.4126
Epoch 2: loss improved from 1.35586 to 1.35050, saving model to model-1.35.h5
128/400 [========>.....................] - ETA: 2:43 - loss: 1.3505 - dice_coefficient: 0.4143
Epoch 2: loss improved from 1.35050 to 1.35026, saving model to model-1.35.h5
129/400 [========>.....................] - ETA: 2:43 - loss: 1.3503 - dice_coefficient: 0.4138
Epoch 2: loss did not improve from 1.35026
130/400 [========>.....................] - ETA: 2:42 - loss: 1.3534 - dice_coefficient: 0.4129
Epoch 2: loss did not improve from 1.35026
131/400 [========>.....................] - ETA: 2:41 - loss: 1.3510 - dice_coefficient: 0.4132
Epoch 2: loss did not improve from 1.35026
132/400 [========>.....................] - ETA: 2:41 - loss: 1.3525 - dice_coefficient: 0.4125
Epoch 2: loss did not improve from 1.35026
133/400 [========>.....................] - ETA: 2:40 - loss: 1.3651 - dice_coefficient: 0.4101
Epoch 2: loss did not improve from 1.35026
134/400 [=========>....................] - ETA: 2:40 - loss: 1.3634 - dice_coefficient: 0.4102
Epoch 2: loss did not improve from 1.35026
135/400 [=========>....................] - ETA: 2:39 - loss: 1.3590 - dice_coefficient: 0.4115
Epoch 2: loss did not improve from 1.35026
136/400 [=========>....................] - ETA: 2:38 - loss: 1.3545 - dice_coefficient: 0.4128
Epoch 2: loss improved from 1.35026 to 1.34969, saving model to model-1.35.h5
137/400 [=========>....................] - ETA: 2:38 - loss: 1.3497 - dice_coefficient: 0.4151
Epoch 2: loss improved from 1.34969 to 1.34793, saving model to model-1.35.h5
138/400 [=========>....................] - ETA: 2:38 - loss: 1.3479 - dice_coefficient: 0.4164
Epoch 2: loss improved from 1.34793 to 1.34563, saving model to model-1.35.h5
139/400 [=========>....................] - ETA: 2:38 - loss: 1.3456 - dice_coefficient: 0.4168
Epoch 2: loss improved from 1.34563 to 1.34245, saving model to model-1.34.h5
140/400 [=========>....................] - ETA: 2:37 - loss: 1.3425 - dice_coefficient: 0.4172
Epoch 2: loss improved from 1.34245 to 1.33876, saving model to model-1.34.h5
141/400 [=========>....................] - ETA: 2:37 - loss: 1.3388 - dice_coefficient: 0.4182
Epoch 2: loss improved from 1.33876 to 1.33477, saving model to model-1.33.h5
142/400 [=========>....................] - ETA: 2:37 - loss: 1.3348 - dice_coefficient: 0.4197
Epoch 2: loss improved from 1.33477 to 1.33129, saving model to model-1.33.h5
143/400 [=========>....................] - ETA: 2:37 - loss: 1.3313 - dice_coefficient: 0.4210
Epoch 2: loss did not improve from 1.33129
144/400 [=========>....................] - ETA: 2:36 - loss: 1.3315 - dice_coefficient: 0.4207
Epoch 2: loss improved from 1.33129 to 1.32881, saving model to model-1.33.h5
145/400 [=========>....................] - ETA: 2:36 - loss: 1.3288 - dice_coefficient: 0.4225
Epoch 2: loss improved from 1.32881 to 1.32821, saving model to model-1.33.h5
146/400 [=========>....................] - ETA: 2:35 - loss: 1.3282 - dice_coefficient: 0.4226
Epoch 2: loss did not improve from 1.32821
147/400 [==========>...................] - ETA: 2:35 - loss: 1.3286 - dice_coefficient: 0.4222
Epoch 2: loss did not improve from 1.32821
148/400 [==========>...................] - ETA: 2:34 - loss: 1.3289 - dice_coefficient: 0.4219
Epoch 2: loss did not improve from 1.32821
149/400 [==========>...................] - ETA: 2:33 - loss: 1.3342 - dice_coefficient: 0.4202
Epoch 2: loss did not improve from 1.32821
150/400 [==========>...................] - ETA: 2:32 - loss: 1.3455 - dice_coefficient: 0.4181
Epoch 2: loss did not improve from 1.32821
151/400 [==========>...................] - ETA: 2:32 - loss: 1.3428 - dice_coefficient: 0.4186
Epoch 2: loss did not improve from 1.32821
152/400 [==========>...................] - ETA: 2:31 - loss: 1.3432 - dice_coefficient: 0.4183
Epoch 2: loss did not improve from 1.32821
153/400 [==========>...................] - ETA: 2:30 - loss: 1.3401 - dice_coefficient: 0.4191
Epoch 2: loss did not improve from 1.32821
154/400 [==========>...................] - ETA: 2:30 - loss: 1.3424 - dice_coefficient: 0.4182
Epoch 2: loss did not improve from 1.32821
155/400 [==========>...................] - ETA: 2:29 - loss: 1.3409 - dice_coefficient: 0.4182
Epoch 2: loss did not improve from 1.32821
156/400 [==========>...................] - ETA: 2:28 - loss: 1.3367 - dice_coefficient: 0.4195
Epoch 2: loss did not improve from 1.32821
157/400 [==========>...................] - ETA: 2:28 - loss: 1.3329 - dice_coefficient: 0.4209
Epoch 2: loss did not improve from 1.32821
158/400 [==========>...................] - ETA: 2:27 - loss: 1.3299 - dice_coefficient: 0.4216
Epoch 2: loss did not improve from 1.32821
159/400 [==========>...................] - ETA: 2:26 - loss: 1.3290 - dice_coefficient: 0.4214
Epoch 2: loss did not improve from 1.32821
160/400 [===========>..................] - ETA: 2:26 - loss: 1.3304 - dice_coefficient: 0.4214
Epoch 2: loss improved from 1.32821 to 1.32786, saving model to model-1.33.h5
161/400 [===========>..................] - ETA: 2:25 - loss: 1.3279 - dice_coefficient: 0.4221
Epoch 2: loss improved from 1.32786 to 1.32541, saving model to model-1.33.h5
162/400 [===========>..................] - ETA: 2:25 - loss: 1.3254 - dice_coefficient: 0.4226
Epoch 2: loss improved from 1.32541 to 1.32139, saving model to model-1.32.h5
163/400 [===========>..................] - ETA: 2:25 - loss: 1.3214 - dice_coefficient: 0.4238
Epoch 2: loss improved from 1.32139 to 1.31777, saving model to model-1.32.h5
164/400 [===========>..................] - ETA: 2:24 - loss: 1.3178 - dice_coefficient: 0.4248
Epoch 2: loss improved from 1.31777 to 1.31479, saving model to model-1.31.h5
165/400 [===========>..................] - ETA: 2:24 - loss: 1.3148 - dice_coefficient: 0.4257
Epoch 2: loss improved from 1.31479 to 1.31088, saving model to model-1.31.h5
166/400 [===========>..................] - ETA: 2:23 - loss: 1.3109 - dice_coefficient: 0.4271
Epoch 2: loss improved from 1.31088 to 1.30862, saving model to model-1.31.h5
167/400 [===========>..................] - ETA: 2:23 - loss: 1.3086 - dice_coefficient: 0.4273
Epoch 2: loss did not improve from 1.30862
168/400 [===========>..................] - ETA: 2:22 - loss: 1.3170 - dice_coefficient: 0.4254
Epoch 2: loss did not improve from 1.30862
169/400 [===========>..................] - ETA: 2:22 - loss: 1.3136 - dice_coefficient: 0.4264
Epoch 2: loss did not improve from 1.30862
170/400 [===========>..................] - ETA: 2:21 - loss: 1.3154 - dice_coefficient: 0.4254
Epoch 2: loss did not improve from 1.30862
171/400 [===========>..................] - ETA: 2:20 - loss: 1.3134 - dice_coefficient: 0.4257
Epoch 2: loss improved from 1.30862 to 1.30860, saving model to model-1.31.h5
172/400 [===========>..................] - ETA: 2:20 - loss: 1.3086 - dice_coefficient: 0.4274
Epoch 2: loss did not improve from 1.30860
173/400 [===========>..................] - ETA: 2:19 - loss: 1.3089 - dice_coefficient: 0.4282
Epoch 2: loss did not improve from 1.30860
174/400 [============>.................] - ETA: 2:18 - loss: 1.3111 - dice_coefficient: 0.4273
Epoch 2: loss did not improve from 1.30860
175/400 [============>.................] - ETA: 2:18 - loss: 1.3150 - dice_coefficient: 0.4259
Epoch 2: loss did not improve from 1.30860
176/400 [============>.................] - ETA: 2:17 - loss: 1.3105 - dice_coefficient: 0.4274
Epoch 2: loss improved from 1.30860 to 1.30830, saving model to model-1.31.h5
177/400 [============>.................] - ETA: 2:17 - loss: 1.3083 - dice_coefficient: 0.4280
Epoch 2: loss improved from 1.30830 to 1.30566, saving model to model-1.31.h5
178/400 [============>.................] - ETA: 2:16 - loss: 1.3057 - dice_coefficient: 0.4284
Epoch 2: loss did not improve from 1.30566
179/400 [============>.................] - ETA: 2:16 - loss: 1.3065 - dice_coefficient: 0.4278
Epoch 2: loss did not improve from 1.30566
180/400 [============>.................] - ETA: 2:15 - loss: 1.3057 - dice_coefficient: 0.4275
Epoch 2: loss did not improve from 1.30566
181/400 [============>.................] - ETA: 2:14 - loss: 1.3061 - dice_coefficient: 0.4269
Epoch 2: loss improved from 1.30566 to 1.30545, saving model to model-1.31.h5
182/400 [============>.................] - ETA: 2:14 - loss: 1.3054 - dice_coefficient: 0.4277
Epoch 2: loss improved from 1.30545 to 1.30288, saving model to model-1.30.h5
183/400 [============>.................] - ETA: 2:13 - loss: 1.3029 - dice_coefficient: 0.4285
Epoch 2: loss did not improve from 1.30288
184/400 [============>.................] - ETA: 2:13 - loss: 1.3066 - dice_coefficient: 0.4272
Epoch 2: loss did not improve from 1.30288
185/400 [============>.................] - ETA: 2:12 - loss: 1.3049 - dice_coefficient: 0.4274
Epoch 2: loss did not improve from 1.30288
186/400 [============>.................] - ETA: 2:11 - loss: 1.3054 - dice_coefficient: 0.4270
Epoch 2: loss did not improve from 1.30288
187/400 [=============>................] - ETA: 2:11 - loss: 1.3050 - dice_coefficient: 0.4269
Epoch 2: loss improved from 1.30288 to 1.30287, saving model to model-1.30.h5
188/400 [=============>................] - ETA: 2:10 - loss: 1.3029 - dice_coefficient: 0.4274
Epoch 2: loss did not improve from 1.30287
189/400 [=============>................] - ETA: 2:10 - loss: 1.3098 - dice_coefficient: 0.4258
Epoch 2: loss did not improve from 1.30287
190/400 [=============>................] - ETA: 2:09 - loss: 1.3084 - dice_coefficient: 0.4260
Epoch 2: loss did not improve from 1.30287
191/400 [=============>................] - ETA: 2:08 - loss: 1.3050 - dice_coefficient: 0.4270
Epoch 2: loss did not improve from 1.30287
192/400 [=============>................] - ETA: 2:08 - loss: 1.3073 - dice_coefficient: 0.4261
Epoch 2: loss did not improve from 1.30287
193/400 [=============>................] - ETA: 2:07 - loss: 1.3048 - dice_coefficient: 0.4270
Epoch 2: loss did not improve from 1.30287
194/400 [=============>................] - ETA: 2:06 - loss: 1.3036 - dice_coefficient: 0.4280
Epoch 2: loss did not improve from 1.30287
195/400 [=============>................] - ETA: 2:06 - loss: 1.3072 - dice_coefficient: 0.4268
Epoch 2: loss did not improve from 1.30287
196/400 [=============>................] - ETA: 2:05 - loss: 1.3036 - dice_coefficient: 0.4280
Epoch 2: loss did not improve from 1.30287
197/400 [=============>................] - ETA: 2:04 - loss: 1.3036 - dice_coefficient: 0.4276
Epoch 2: loss improved from 1.30287 to 1.30193, saving model to model-1.30.h5
198/400 [=============>................] - ETA: 2:04 - loss: 1.3019 - dice_coefficient: 0.4278
Epoch 2: loss improved from 1.30193 to 1.29973, saving model to model-1.30.h5
199/400 [=============>................] - ETA: 2:03 - loss: 1.2997 - dice_coefficient: 0.4286
Epoch 2: loss did not improve from 1.29973
200/400 [==============>...............] - ETA: 2:03 - loss: 1.3023 - dice_coefficient: 0.4277
Epoch 2: loss did not improve from 1.29973
201/400 [==============>...............] - ETA: 2:02 - loss: 1.3064 - dice_coefficient: 0.4264
Epoch 2: loss did not improve from 1.29973
202/400 [==============>...............] - ETA: 2:01 - loss: 1.3045 - dice_coefficient: 0.4269
Epoch 2: loss did not improve from 1.29973
203/400 [==============>...............] - ETA: 2:01 - loss: 1.3108 - dice_coefficient: 0.4254
Epoch 2: loss did not improve from 1.29973
204/400 [==============>...............] - ETA: 2:00 - loss: 1.3105 - dice_coefficient: 0.4253
Epoch 2: loss did not improve from 1.29973
205/400 [==============>...............] - ETA: 1:59 - loss: 1.3092 - dice_coefficient: 0.4255
Epoch 2: loss did not improve from 1.29973
206/400 [==============>...............] - ETA: 1:59 - loss: 1.3066 - dice_coefficient: 0.4263
Epoch 2: loss did not improve from 1.29973
207/400 [==============>...............] - ETA: 1:58 - loss: 1.3063 - dice_coefficient: 0.4261
Epoch 2: loss did not improve from 1.29973
208/400 [==============>...............] - ETA: 1:57 - loss: 1.3036 - dice_coefficient: 0.4269
Epoch 2: loss did not improve from 1.29973
209/400 [==============>...............] - ETA: 1:57 - loss: 1.3008 - dice_coefficient: 0.4278
Epoch 2: loss improved from 1.29973 to 1.29839, saving model to model-1.30.h5
210/400 [==============>...............] - ETA: 1:56 - loss: 1.2984 - dice_coefficient: 0.4287
Epoch 2: loss did not improve from 1.29839
211/400 [==============>...............] - ETA: 1:56 - loss: 1.2987 - dice_coefficient: 0.4282
Epoch 2: loss did not improve from 1.29839
212/400 [==============>...............] - ETA: 1:55 - loss: 1.3016 - dice_coefficient: 0.4274
Epoch 2: loss did not improve from 1.29839
213/400 [==============>...............] - ETA: 1:54 - loss: 1.3003 - dice_coefficient: 0.4274
Epoch 2: loss improved from 1.29839 to 1.29823, saving model to model-1.30.h5
214/400 [===============>..............] - ETA: 1:54 - loss: 1.2982 - dice_coefficient: 0.4279
Epoch 2: loss did not improve from 1.29823
215/400 [===============>..............] - ETA: 1:53 - loss: 1.3032 - dice_coefficient: 0.4266
Epoch 2: loss did not improve from 1.29823
216/400 [===============>..............] - ETA: 1:53 - loss: 1.3021 - dice_coefficient: 0.4266
Epoch 2: loss did not improve from 1.29823
217/400 [===============>..............] - ETA: 1:52 - loss: 1.3015 - dice_coefficient: 0.4267
Epoch 2: loss did not improve from 1.29823
218/400 [===============>..............] - ETA: 1:51 - loss: 1.2998 - dice_coefficient: 0.4275
Epoch 2: loss did not improve from 1.29823
219/400 [===============>..............] - ETA: 1:51 - loss: 1.3008 - dice_coefficient: 0.4267
Epoch 2: loss did not improve from 1.29823
220/400 [===============>..............] - ETA: 1:50 - loss: 1.2983 - dice_coefficient: 0.4275
Epoch 2: loss improved from 1.29823 to 1.29672, saving model to model-1.30.h5
221/400 [===============>..............] - ETA: 1:49 - loss: 1.2967 - dice_coefficient: 0.4279
Epoch 2: loss improved from 1.29672 to 1.29589, saving model to model-1.30.h5
222/400 [===============>..............] - ETA: 1:49 - loss: 1.2959 - dice_coefficient: 0.4277
Epoch 2: loss improved from 1.29589 to 1.29347, saving model to model-1.29.h5
223/400 [===============>..............] - ETA: 1:48 - loss: 1.2935 - dice_coefficient: 0.4282
Epoch 2: loss improved from 1.29347 to 1.29064, saving model to model-1.29.h5
224/400 [===============>..............] - ETA: 1:48 - loss: 1.2906 - dice_coefficient: 0.4292
Epoch 2: loss improved from 1.29064 to 1.28876, saving model to model-1.29.h5
225/400 [===============>..............] - ETA: 1:47 - loss: 1.2888 - dice_coefficient: 0.4294
Epoch 2: loss did not improve from 1.28876
226/400 [===============>..............] - ETA: 1:47 - loss: 1.2896 - dice_coefficient: 0.4289
Epoch 2: loss did not improve from 1.28876
227/400 [================>.............] - ETA: 1:46 - loss: 1.2911 - dice_coefficient: 0.4282
Epoch 2: loss did not improve from 1.28876
228/400 [================>.............] - ETA: 1:46 - loss: 1.2904 - dice_coefficient: 0.4284
Epoch 2: loss improved from 1.28876 to 1.28874, saving model to model-1.29.h5
229/400 [================>.............] - ETA: 1:45 - loss: 1.2887 - dice_coefficient: 0.4287
Epoch 2: loss did not improve from 1.28874
230/400 [================>.............] - ETA: 1:44 - loss: 1.2974 - dice_coefficient: 0.4272
Epoch 2: loss did not improve from 1.28874
231/400 [================>.............] - ETA: 1:44 - loss: 1.2959 - dice_coefficient: 0.4279
Epoch 2: loss did not improve from 1.28874
232/400 [================>.............] - ETA: 1:43 - loss: 1.2942 - dice_coefficient: 0.4283
Epoch 2: loss did not improve from 1.28874
233/400 [================>.............] - ETA: 1:42 - loss: 1.2937 - dice_coefficient: 0.4281
Epoch 2: loss did not improve from 1.28874
234/400 [================>.............] - ETA: 1:42 - loss: 1.2940 - dice_coefficient: 0.4277
Epoch 2: loss did not improve from 1.28874
235/400 [================>.............] - ETA: 1:41 - loss: 1.2919 - dice_coefficient: 0.4284
Epoch 2: loss did not improve from 1.28874
236/400 [================>.............] - ETA: 1:40 - loss: 1.2916 - dice_coefficient: 0.4282
Epoch 2: loss did not improve from 1.28874
237/400 [================>.............] - ETA: 1:40 - loss: 1.2930 - dice_coefficient: 0.4279
Epoch 2: loss did not improve from 1.28874
238/400 [================>.............] - ETA: 1:39 - loss: 1.2915 - dice_coefficient: 0.4281
Epoch 2: loss did not improve from 1.28874
239/400 [================>.............] - ETA: 1:39 - loss: 1.2925 - dice_coefficient: 0.4276
Epoch 2: loss did not improve from 1.28874
240/400 [=================>............] - ETA: 1:38 - loss: 1.2916 - dice_coefficient: 0.4278
Epoch 2: loss did not improve from 1.28874
241/400 [=================>............] - ETA: 1:37 - loss: 1.2897 - dice_coefficient: 0.4284
Epoch 2: loss did not improve from 1.28874
242/400 [=================>............] - ETA: 1:37 - loss: 1.2891 - dice_coefficient: 0.4283
Epoch 2: loss did not improve from 1.28874
243/400 [=================>............] - ETA: 1:36 - loss: 1.2946 - dice_coefficient: 0.4270
Epoch 2: loss did not improve from 1.28874
244/400 [=================>............] - ETA: 1:35 - loss: 1.2939 - dice_coefficient: 0.4269
Epoch 2: loss did not improve from 1.28874
245/400 [=================>............] - ETA: 1:35 - loss: 1.2932 - dice_coefficient: 0.4269
Epoch 2: loss did not improve from 1.28874
246/400 [=================>............] - ETA: 1:34 - loss: 1.2907 - dice_coefficient: 0.4277
Epoch 2: loss did not improve from 1.28874
247/400 [=================>............] - ETA: 1:33 - loss: 1.2895 - dice_coefficient: 0.4278
Epoch 2: loss improved from 1.28874 to 1.28872, saving model to model-1.29.h5
248/400 [=================>............] - ETA: 1:33 - loss: 1.2887 - dice_coefficient: 0.4277
Epoch 2: loss did not improve from 1.28872
249/400 [=================>............] - ETA: 1:32 - loss: 1.2903 - dice_coefficient: 0.4271
Epoch 2: loss improved from 1.28872 to 1.28863, saving model to model-1.29.h5
250/400 [=================>............] - ETA: 1:32 - loss: 1.2886 - dice_coefficient: 0.4275
Epoch 2: loss improved from 1.28863 to 1.28762, saving model to model-1.29.h5
251/400 [=================>............] - ETA: 1:31 - loss: 1.2876 - dice_coefficient: 0.4275
Epoch 2: loss improved from 1.28762 to 1.28529, saving model to model-1.29.h5
252/400 [=================>............] - ETA: 1:31 - loss: 1.2853 - dice_coefficient: 0.4285
Epoch 2: loss improved from 1.28529 to 1.28371, saving model to model-1.28.h5
253/400 [=================>............] - ETA: 1:30 - loss: 1.2837 - dice_coefficient: 0.4288
Epoch 2: loss improved from 1.28371 to 1.28344, saving model to model-1.28.h5
254/400 [==================>...........] - ETA: 1:30 - loss: 1.2834 - dice_coefficient: 0.4285
Epoch 2: loss improved from 1.28344 to 1.28231, saving model to model-1.28.h5
255/400 [==================>...........] - ETA: 1:29 - loss: 1.2823 - dice_coefficient: 0.4287
Epoch 2: loss improved from 1.28231 to 1.28003, saving model to model-1.28.h5
256/400 [==================>...........] - ETA: 1:28 - loss: 1.2800 - dice_coefficient: 0.4298
Epoch 2: loss improved from 1.28003 to 1.27868, saving model to model-1.28.h5
257/400 [==================>...........] - ETA: 1:28 - loss: 1.2787 - dice_coefficient: 0.4304
Epoch 2: loss improved from 1.27868 to 1.27855, saving model to model-1.28.h5
258/400 [==================>...........] - ETA: 1:27 - loss: 1.2785 - dice_coefficient: 0.4310
Epoch 2: loss improved from 1.27855 to 1.27649, saving model to model-1.28.h5
259/400 [==================>...........] - ETA: 1:27 - loss: 1.2765 - dice_coefficient: 0.4316
Epoch 2: loss improved from 1.27649 to 1.27466, saving model to model-1.27.h5
260/400 [==================>...........] - ETA: 1:26 - loss: 1.2747 - dice_coefficient: 0.4323
Epoch 2: loss did not improve from 1.27466
261/400 [==================>...........] - ETA: 1:26 - loss: 1.2754 - dice_coefficient: 0.4318
Epoch 2: loss did not improve from 1.27466
262/400 [==================>...........] - ETA: 1:25 - loss: 1.2788 - dice_coefficient: 0.4309
Epoch 2: loss did not improve from 1.27466
263/400 [==================>...........] - ETA: 1:24 - loss: 1.2767 - dice_coefficient: 0.4316
Epoch 2: loss did not improve from 1.27466
264/400 [==================>...........] - ETA: 1:24 - loss: 1.2764 - dice_coefficient: 0.4315
Epoch 2: loss improved from 1.27466 to 1.27353, saving model to model-1.27.h5
265/400 [==================>...........] - ETA: 1:23 - loss: 1.2735 - dice_coefficient: 0.4326
Epoch 2: loss improved from 1.27353 to 1.27042, saving model to model-1.27.h5
266/400 [==================>...........] - ETA: 1:23 - loss: 1.2704 - dice_coefficient: 0.4338
Epoch 2: loss improved from 1.27042 to 1.26920, saving model to model-1.27.h5
267/400 [===================>..........] - ETA: 1:22 - loss: 1.2692 - dice_coefficient: 0.4343
Epoch 2: loss did not improve from 1.26920
268/400 [===================>..........] - ETA: 1:21 - loss: 1.2709 - dice_coefficient: 0.4335
Epoch 2: loss did not improve from 1.26920
269/400 [===================>..........] - ETA: 1:21 - loss: 1.2719 - dice_coefficient: 0.4332
Epoch 2: loss did not improve from 1.26920
270/400 [===================>..........] - ETA: 1:20 - loss: 1.2700 - dice_coefficient: 0.4339
Epoch 2: loss improved from 1.26920 to 1.26840, saving model to model-1.27.h5
271/400 [===================>..........] - ETA: 1:20 - loss: 1.2684 - dice_coefficient: 0.4344
Epoch 2: loss improved from 1.26840 to 1.26755, saving model to model-1.27.h5
272/400 [===================>..........] - ETA: 1:19 - loss: 1.2675 - dice_coefficient: 0.4345
Epoch 2: loss did not improve from 1.26755
273/400 [===================>..........] - ETA: 1:18 - loss: 1.2724 - dice_coefficient: 0.4333
Epoch 2: loss did not improve from 1.26755
274/400 [===================>..........] - ETA: 1:18 - loss: 1.2702 - dice_coefficient: 0.4340
Epoch 2: loss did not improve from 1.26755
275/400 [===================>..........] - ETA: 1:17 - loss: 1.3275 - dice_coefficient: 0.4324
Epoch 2: loss did not improve from 1.26755
276/400 [===================>..........] - ETA: 1:16 - loss: 1.3257 - dice_coefficient: 0.4328
Epoch 2: loss did not improve from 1.26755
277/400 [===================>..........] - ETA: 1:16 - loss: 1.3258 - dice_coefficient: 0.4326
Epoch 2: loss did not improve from 1.26755
278/400 [===================>..........] - ETA: 1:15 - loss: 1.3243 - dice_coefficient: 0.4329
Epoch 2: loss did not improve from 1.26755
279/400 [===================>..........] - ETA: 1:15 - loss: 1.3307 - dice_coefficient: 0.4315
Epoch 2: loss did not improve from 1.26755
280/400 [====================>.........] - ETA: 1:14 - loss: 1.3297 - dice_coefficient: 0.4316
Epoch 2: loss did not improve from 1.26755
281/400 [====================>.........] - ETA: 1:13 - loss: 1.3318 - dice_coefficient: 0.4307
Epoch 2: loss did not improve from 1.26755
282/400 [====================>.........] - ETA: 1:13 - loss: 1.3294 - dice_coefficient: 0.4315
Epoch 2: loss did not improve from 1.26755
283/400 [====================>.........] - ETA: 1:12 - loss: 1.3302 - dice_coefficient: 0.4319
Epoch 2: loss did not improve from 1.26755
284/400 [====================>.........] - ETA: 1:11 - loss: 1.3276 - dice_coefficient: 0.4328
Epoch 2: loss did not improve from 1.26755
285/400 [====================>.........] - ETA: 1:11 - loss: 1.3247 - dice_coefficient: 0.4338
Epoch 2: loss did not improve from 1.26755
286/400 [====================>.........] - ETA: 1:10 - loss: 1.3235 - dice_coefficient: 0.4338
Epoch 2: loss did not improve from 1.26755
287/400 [====================>.........] - ETA: 1:09 - loss: 1.3221 - dice_coefficient: 0.4341
Epoch 2: loss did not improve from 1.26755
288/400 [====================>.........] - ETA: 1:09 - loss: 1.3213 - dice_coefficient: 0.4341
Epoch 2: loss did not improve from 1.26755
289/400 [====================>.........] - ETA: 1:08 - loss: 1.3197 - dice_coefficient: 0.4344
Epoch 2: loss did not improve from 1.26755
290/400 [====================>.........] - ETA: 1:08 - loss: 1.3180 - dice_coefficient: 0.4349
Epoch 2: loss did not improve from 1.26755
291/400 [====================>.........] - ETA: 1:07 - loss: 1.3158 - dice_coefficient: 0.4356
Epoch 2: loss did not improve from 1.26755
292/400 [====================>.........] - ETA: 1:06 - loss: 1.3134 - dice_coefficient: 0.4364
Epoch 2: loss did not improve from 1.26755
293/400 [====================>.........] - ETA: 1:06 - loss: 1.3107 - dice_coefficient: 0.4374
Epoch 2: loss did not improve from 1.26755
294/400 [=====================>........] - ETA: 1:05 - loss: 1.3100 - dice_coefficient: 0.4374
Epoch 2: loss did not improve from 1.26755
295/400 [=====================>........] - ETA: 1:04 - loss: 1.3086 - dice_coefficient: 0.4381
Epoch 2: loss did not improve from 1.26755
296/400 [=====================>........] - ETA: 1:04 - loss: 1.3064 - dice_coefficient: 0.4388
Epoch 2: loss did not improve from 1.26755
297/400 [=====================>........] - ETA: 1:03 - loss: 1.3063 - dice_coefficient: 0.4386
Epoch 2: loss did not improve from 1.26755
298/400 [=====================>........] - ETA: 1:02 - loss: 1.3046 - dice_coefficient: 0.4390
Epoch 2: loss did not improve from 1.26755
299/400 [=====================>........] - ETA: 1:02 - loss: 1.3023 - dice_coefficient: 0.4398
Epoch 2: loss did not improve from 1.26755
300/400 [=====================>........] - ETA: 1:01 - loss: 1.3070 - dice_coefficient: 0.4386
Epoch 2: loss did not improve from 1.26755
301/400 [=====================>........] - ETA: 1:01 - loss: 1.3058 - dice_coefficient: 0.4389
Epoch 2: loss did not improve from 1.26755
302/400 [=====================>........] - ETA: 1:00 - loss: 1.3077 - dice_coefficient: 0.4382
Epoch 2: loss did not improve from 1.26755
303/400 [=====================>........] - ETA: 59s - loss: 1.3059 - dice_coefficient: 0.4387 
Epoch 2: loss did not improve from 1.26755
304/400 [=====================>........] - ETA: 59s - loss: 1.3056 - dice_coefficient: 0.4390
Epoch 2: loss did not improve from 1.26755
305/400 [=====================>........] - ETA: 58s - loss: 1.3030 - dice_coefficient: 0.4398
Epoch 2: loss did not improve from 1.26755
306/400 [=====================>........] - ETA: 57s - loss: 1.3017 - dice_coefficient: 0.4402
Epoch 2: loss did not improve from 1.26755
307/400 [======================>.......] - ETA: 57s - loss: 1.3039 - dice_coefficient: 0.4394
Epoch 2: loss did not improve from 1.26755
308/400 [======================>.......] - ETA: 56s - loss: 1.3052 - dice_coefficient: 0.4389
Epoch 2: loss did not improve from 1.26755
309/400 [======================>.......] - ETA: 56s - loss: 1.3035 - dice_coefficient: 0.4395
Epoch 2: loss did not improve from 1.26755
310/400 [======================>.......] - ETA: 55s - loss: 1.3036 - dice_coefficient: 0.4390
Epoch 2: loss did not improve from 1.26755
311/400 [======================>.......] - ETA: 54s - loss: 1.3037 - dice_coefficient: 0.4392
Epoch 2: loss did not improve from 1.26755
312/400 [======================>.......] - ETA: 54s - loss: 1.3038 - dice_coefficient: 0.4389
Epoch 2: loss did not improve from 1.26755
313/400 [======================>.......] - ETA: 53s - loss: 1.3051 - dice_coefficient: 0.4383
Epoch 2: loss did not improve from 1.26755
314/400 [======================>.......] - ETA: 52s - loss: 1.3087 - dice_coefficient: 0.4373
Epoch 2: loss did not improve from 1.26755
315/400 [======================>.......] - ETA: 52s - loss: 1.3079 - dice_coefficient: 0.4375
Epoch 2: loss did not improve from 1.26755
316/400 [======================>.......] - ETA: 51s - loss: 1.3131 - dice_coefficient: 0.4364
Epoch 2: loss did not improve from 1.26755
317/400 [======================>.......] - ETA: 50s - loss: 1.3112 - dice_coefficient: 0.4367
Epoch 2: loss did not improve from 1.26755
318/400 [======================>.......] - ETA: 50s - loss: 1.3104 - dice_coefficient: 0.4370
Epoch 2: loss did not improve from 1.26755
319/400 [======================>.......] - ETA: 49s - loss: 1.3089 - dice_coefficient: 0.4374
Epoch 2: loss did not improve from 1.26755
320/400 [=======================>......] - ETA: 49s - loss: 1.3092 - dice_coefficient: 0.4371
Epoch 2: loss did not improve from 1.26755
321/400 [=======================>......] - ETA: 48s - loss: 1.3100 - dice_coefficient: 0.4366
Epoch 2: loss did not improve from 1.26755
322/400 [=======================>......] - ETA: 47s - loss: 1.3081 - dice_coefficient: 0.4374
Epoch 2: loss did not improve from 1.26755
323/400 [=======================>......] - ETA: 47s - loss: 1.3067 - dice_coefficient: 0.4377
Epoch 2: loss did not improve from 1.26755
324/400 [=======================>......] - ETA: 46s - loss: 1.3055 - dice_coefficient: 0.4380
Epoch 2: loss did not improve from 1.26755
325/400 [=======================>......] - ETA: 45s - loss: 1.3078 - dice_coefficient: 0.4372
Epoch 2: loss did not improve from 1.26755
326/400 [=======================>......] - ETA: 45s - loss: 1.3078 - dice_coefficient: 0.4370
Epoch 2: loss did not improve from 1.26755
327/400 [=======================>......] - ETA: 44s - loss: 1.3058 - dice_coefficient: 0.4377
Epoch 2: loss did not improve from 1.26755
328/400 [=======================>......] - ETA: 44s - loss: 1.3039 - dice_coefficient: 0.4382
Epoch 2: loss did not improve from 1.26755
329/400 [=======================>......] - ETA: 43s - loss: 1.3055 - dice_coefficient: 0.4375
Epoch 2: loss did not improve from 1.26755
330/400 [=======================>......] - ETA: 42s - loss: 1.3036 - dice_coefficient: 0.4380
Epoch 2: loss did not improve from 1.26755
331/400 [=======================>......] - ETA: 42s - loss: 1.3025 - dice_coefficient: 0.4383
Epoch 2: loss did not improve from 1.26755
332/400 [=======================>......] - ETA: 41s - loss: 1.3029 - dice_coefficient: 0.4379
Epoch 2: loss did not improve from 1.26755
333/400 [=======================>......] - ETA: 41s - loss: 1.3012 - dice_coefficient: 0.4385
Epoch 2: loss did not improve from 1.26755
334/400 [========================>.....] - ETA: 40s - loss: 1.2997 - dice_coefficient: 0.4388
Epoch 2: loss did not improve from 1.26755
335/400 [========================>.....] - ETA: 39s - loss: 1.2982 - dice_coefficient: 0.4393
Epoch 2: loss did not improve from 1.26755
336/400 [========================>.....] - ETA: 39s - loss: 1.2967 - dice_coefficient: 0.4397
Epoch 2: loss did not improve from 1.26755
337/400 [========================>.....] - ETA: 38s - loss: 1.2950 - dice_coefficient: 0.4402
Epoch 2: loss did not improve from 1.26755
338/400 [========================>.....] - ETA: 37s - loss: 1.2961 - dice_coefficient: 0.4396
Epoch 2: loss did not improve from 1.26755
339/400 [========================>.....] - ETA: 37s - loss: 1.2938 - dice_coefficient: 0.4405
Epoch 2: loss did not improve from 1.26755
340/400 [========================>.....] - ETA: 36s - loss: 1.2961 - dice_coefficient: 0.4396
Epoch 2: loss did not improve from 1.26755
341/400 [========================>.....] - ETA: 36s - loss: 1.2938 - dice_coefficient: 0.4404
Epoch 2: loss did not improve from 1.26755
342/400 [========================>.....] - ETA: 35s - loss: 1.2922 - dice_coefficient: 0.4409
Epoch 2: loss did not improve from 1.26755
343/400 [========================>.....] - ETA: 34s - loss: 1.2911 - dice_coefficient: 0.4414
Epoch 2: loss did not improve from 1.26755
344/400 [========================>.....] - ETA: 34s - loss: 1.2919 - dice_coefficient: 0.4411
Epoch 2: loss did not improve from 1.26755
345/400 [========================>.....] - ETA: 33s - loss: 1.2906 - dice_coefficient: 0.4415
Epoch 2: loss did not improve from 1.26755
346/400 [========================>.....] - ETA: 32s - loss: 1.2889 - dice_coefficient: 0.4422
Epoch 2: loss did not improve from 1.26755
347/400 [=========================>....] - ETA: 32s - loss: 1.2875 - dice_coefficient: 0.4425
Epoch 2: loss did not improve from 1.26755
348/400 [=========================>....] - ETA: 31s - loss: 1.2914 - dice_coefficient: 0.4416
Epoch 2: loss did not improve from 1.26755
349/400 [=========================>....] - ETA: 31s - loss: 1.2898 - dice_coefficient: 0.4423
Epoch 2: loss did not improve from 1.26755
350/400 [=========================>....] - ETA: 30s - loss: 1.2879 - dice_coefficient: 0.4430
Epoch 2: loss did not improve from 1.26755
351/400 [=========================>....] - ETA: 29s - loss: 1.2861 - dice_coefficient: 0.4435
Epoch 2: loss did not improve from 1.26755
352/400 [=========================>....] - ETA: 29s - loss: 1.2861 - dice_coefficient: 0.4433
Epoch 2: loss did not improve from 1.26755
353/400 [=========================>....] - ETA: 28s - loss: 1.2872 - dice_coefficient: 0.4428
Epoch 2: loss did not improve from 1.26755
354/400 [=========================>....] - ETA: 28s - loss: 1.2864 - dice_coefficient: 0.4431
Epoch 2: loss did not improve from 1.26755
355/400 [=========================>....] - ETA: 27s - loss: 1.2853 - dice_coefficient: 0.4432
Epoch 2: loss did not improve from 1.26755
356/400 [=========================>....] - ETA: 26s - loss: 1.2835 - dice_coefficient: 0.4440
Epoch 2: loss did not improve from 1.26755
357/400 [=========================>....] - ETA: 26s - loss: 1.2818 - dice_coefficient: 0.4445
Epoch 2: loss did not improve from 1.26755
358/400 [=========================>....] - ETA: 25s - loss: 1.2820 - dice_coefficient: 0.4443
Epoch 2: loss did not improve from 1.26755
359/400 [=========================>....] - ETA: 24s - loss: 1.2808 - dice_coefficient: 0.4448
Epoch 2: loss did not improve from 1.26755
360/400 [==========================>...] - ETA: 24s - loss: 1.2804 - dice_coefficient: 0.4446
Epoch 2: loss did not improve from 1.26755
361/400 [==========================>...] - ETA: 23s - loss: 1.2795 - dice_coefficient: 0.4448
Epoch 2: loss did not improve from 1.26755
362/400 [==========================>...] - ETA: 23s - loss: 1.2813 - dice_coefficient: 0.4441
Epoch 2: loss did not improve from 1.26755
363/400 [==========================>...] - ETA: 22s - loss: 1.2807 - dice_coefficient: 0.4441
Epoch 2: loss did not improve from 1.26755
364/400 [==========================>...] - ETA: 21s - loss: 1.2790 - dice_coefficient: 0.4447
Epoch 2: loss did not improve from 1.26755
365/400 [==========================>...] - ETA: 21s - loss: 1.2784 - dice_coefficient: 0.4448
Epoch 2: loss did not improve from 1.26755
366/400 [==========================>...] - ETA: 20s - loss: 1.2765 - dice_coefficient: 0.4455
Epoch 2: loss did not improve from 1.26755
367/400 [==========================>...] - ETA: 20s - loss: 1.2752 - dice_coefficient: 0.4457
Epoch 2: loss did not improve from 1.26755
368/400 [==========================>...] - ETA: 19s - loss: 1.2743 - dice_coefficient: 0.4464
Epoch 2: loss did not improve from 1.26755
369/400 [==========================>...] - ETA: 18s - loss: 1.2726 - dice_coefficient: 0.4469
Epoch 2: loss did not improve from 1.26755
370/400 [==========================>...] - ETA: 18s - loss: 1.2727 - dice_coefficient: 0.4472
Epoch 2: loss did not improve from 1.26755
371/400 [==========================>...] - ETA: 17s - loss: 1.2709 - dice_coefficient: 0.4478
Epoch 2: loss did not improve from 1.26755
372/400 [==========================>...] - ETA: 17s - loss: 1.2716 - dice_coefficient: 0.4474
Epoch 2: loss did not improve from 1.26755
373/400 [==========================>...] - ETA: 16s - loss: 1.2718 - dice_coefficient: 0.4471
Epoch 2: loss did not improve from 1.26755
374/400 [===========================>..] - ETA: 15s - loss: 1.2702 - dice_coefficient: 0.4479
Epoch 2: loss did not improve from 1.26755
375/400 [===========================>..] - ETA: 15s - loss: 1.2683 - dice_coefficient: 0.4487
Epoch 2: loss improved from 1.26755 to 1.26726, saving model to model-1.27.h5
376/400 [===========================>..] - ETA: 14s - loss: 1.2673 - dice_coefficient: 0.4489
Epoch 2: loss improved from 1.26726 to 1.26631, saving model to model-1.27.h5
377/400 [===========================>..] - ETA: 14s - loss: 1.2663 - dice_coefficient: 0.4492
Epoch 2: loss did not improve from 1.26631
378/400 [===========================>..] - ETA: 13s - loss: 1.2681 - dice_coefficient: 0.4486
Epoch 2: loss did not improve from 1.26631
379/400 [===========================>..] - ETA: 12s - loss: 1.2685 - dice_coefficient: 0.4483
Epoch 2: loss did not improve from 1.26631
380/400 [===========================>..] - ETA: 12s - loss: 1.2688 - dice_coefficient: 0.4481
Epoch 2: loss did not improve from 1.26631
381/400 [===========================>..] - ETA: 11s - loss: 1.2717 - dice_coefficient: 0.4473
Epoch 2: loss did not improve from 1.26631
382/400 [===========================>..] - ETA: 10s - loss: 1.2701 - dice_coefficient: 0.4476
Epoch 2: loss did not improve from 1.26631
383/400 [===========================>..] - ETA: 10s - loss: 1.2687 - dice_coefficient: 0.4484
Epoch 2: loss did not improve from 1.26631
384/400 [===========================>..] - ETA: 9s - loss: 1.2669 - dice_coefficient: 0.4491 
Epoch 2: loss improved from 1.26631 to 1.26627, saving model to model-1.27.h5
385/400 [===========================>..] - ETA: 9s - loss: 1.2663 - dice_coefficient: 0.4492
Epoch 2: loss improved from 1.26627 to 1.26509, saving model to model-1.27.h5
386/400 [===========================>..] - ETA: 8s - loss: 1.2651 - dice_coefficient: 0.4493
Epoch 2: loss did not improve from 1.26509
387/400 [============================>.] - ETA: 7s - loss: 1.2661 - dice_coefficient: 0.4488
Epoch 2: loss did not improve from 1.26509
388/400 [============================>.] - ETA: 7s - loss: 1.2659 - dice_coefficient: 0.4487
Epoch 2: loss improved from 1.26509 to 1.26447, saving model to model-1.26.h5
389/400 [============================>.] - ETA: 6s - loss: 1.2645 - dice_coefficient: 0.4491
Epoch 2: loss improved from 1.26447 to 1.26363, saving model to model-1.26.h5
390/400 [============================>.] - ETA: 6s - loss: 1.2636 - dice_coefficient: 0.4491
Epoch 2: loss improved from 1.26363 to 1.26274, saving model to model-1.26.h5
391/400 [============================>.] - ETA: 5s - loss: 1.2627 - dice_coefficient: 0.4493
Epoch 2: loss improved from 1.26274 to 1.26210, saving model to model-1.26.h5
392/400 [============================>.] - ETA: 4s - loss: 1.2621 - dice_coefficient: 0.4494
Epoch 2: loss improved from 1.26210 to 1.26102, saving model to model-1.26.h5
393/400 [============================>.] - ETA: 4s - loss: 1.2610 - dice_coefficient: 0.4497
Epoch 2: loss improved from 1.26102 to 1.26011, saving model to model-1.26.h5
394/400 [============================>.] - ETA: 3s - loss: 1.2601 - dice_coefficient: 0.4498
Epoch 2: loss did not improve from 1.26011
395/400 [============================>.] - ETA: 3s - loss: 1.2612 - dice_coefficient: 0.4494
Epoch 2: loss did not improve from 1.26011
396/400 [============================>.] - ETA: 2s - loss: 1.2603 - dice_coefficient: 0.4495
Epoch 2: loss did not improve from 1.26011
397/400 [============================>.] - ETA: 1s - loss: 1.2623 - dice_coefficient: 0.4488
Epoch 2: loss did not improve from 1.26011
398/400 [============================>.] - ETA: 1s - loss: 1.2609 - dice_coefficient: 0.4494
Epoch 2: loss did not improve from 1.26011
399/400 [============================>.] - ETA: 0s - loss: 1.2609 - dice_coefficient: 0.4492
Epoch 2: loss did not improve from 1.26011
400/400 [==============================] - 245s 613ms/step - loss: 1.2635 - dice_coefficient: 0.4484 - val_loss: 1.3447 - val_dice_coefficient: 0.4222 - lr: 1.0000e-04
Epoch 3/30

Epoch 3: loss improved from 1.26011 to 0.59242, saving model to model-0.59.h5
  1/400 [..............................] - ETA: 4:45 - loss: 0.5924 - dice_coefficient: 0.7019
Epoch 3: loss improved from 0.59242 to 0.57634, saving model to model-0.58.h5
  2/400 [..............................] - ETA: 4:45 - loss: 0.5763 - dice_coefficient: 0.6941
Epoch 3: loss did not improve from 0.57634
  3/400 [..............................] - ETA: 4:12 - loss: 1.2683 - dice_coefficient: 0.4980
Epoch 3: loss did not improve from 0.57634
  4/400 [..............................] - ETA: 4:05 - loss: 1.0999 - dice_coefficient: 0.5291
Epoch 3: loss did not improve from 0.57634
  5/400 [..............................] - ETA: 4:00 - loss: 1.1179 - dice_coefficient: 0.5024
Epoch 3: loss did not improve from 0.57634
  6/400 [..............................] - ETA: 3:56 - loss: 1.0117 - dice_coefficient: 0.5462
Epoch 3: loss did not improve from 0.57634
  7/400 [..............................] - ETA: 3:53 - loss: 1.1143 - dice_coefficient: 0.5041
Epoch 3: loss did not improve from 0.57634
  8/400 [..............................] - ETA: 3:51 - loss: 1.0278 - dice_coefficient: 0.5347
Epoch 3: loss did not improve from 0.57634
  9/400 [..............................] - ETA: 3:50 - loss: 1.0368 - dice_coefficient: 0.5490
Epoch 3: loss did not improve from 0.57634
 10/400 [..............................] - ETA: 3:48 - loss: 1.0701 - dice_coefficient: 0.5259
Epoch 3: loss did not improve from 0.57634
 11/400 [..............................] - ETA: 3:47 - loss: 1.0592 - dice_coefficient: 0.5197
Epoch 3: loss did not improve from 0.57634
 12/400 [..............................] - ETA: 3:46 - loss: 1.0162 - dice_coefficient: 0.5319
Epoch 3: loss did not improve from 0.57634
 13/400 [..............................] - ETA: 3:45 - loss: 0.9902 - dice_coefficient: 0.5374
Epoch 3: loss did not improve from 0.57634
 14/400 [>.............................] - ETA: 3:44 - loss: 0.9642 - dice_coefficient: 0.5489
Epoch 3: loss did not improve from 0.57634
 15/400 [>.............................] - ETA: 3:43 - loss: 1.0060 - dice_coefficient: 0.5292
Epoch 3: loss did not improve from 0.57634
 16/400 [>.............................] - ETA: 3:42 - loss: 0.9875 - dice_coefficient: 0.5314
Epoch 3: loss did not improve from 0.57634
 17/400 [>.............................] - ETA: 3:42 - loss: 1.0078 - dice_coefficient: 0.5194
Epoch 3: loss did not improve from 0.57634
 18/400 [>.............................] - ETA: 3:41 - loss: 1.0700 - dice_coefficient: 0.4996
Epoch 3: loss did not improve from 0.57634
 19/400 [>.............................] - ETA: 3:40 - loss: 1.0935 - dice_coefficient: 0.4872
Epoch 3: loss did not improve from 0.57634
 20/400 [>.............................] - ETA: 3:39 - loss: 1.0641 - dice_coefficient: 0.4979
Epoch 3: loss did not improve from 0.57634
 21/400 [>.............................] - ETA: 3:39 - loss: 1.1219 - dice_coefficient: 0.4805
Epoch 3: loss did not improve from 0.57634
 22/400 [>.............................] - ETA: 3:38 - loss: 1.1098 - dice_coefficient: 0.4829
Epoch 3: loss did not improve from 0.57634
 23/400 [>.............................] - ETA: 3:37 - loss: 1.0886 - dice_coefficient: 0.4885
Epoch 3: loss did not improve from 0.57634
 24/400 [>.............................] - ETA: 3:37 - loss: 1.0807 - dice_coefficient: 0.4969
Epoch 3: loss did not improve from 0.57634
 25/400 [>.............................] - ETA: 3:36 - loss: 1.1007 - dice_coefficient: 0.4872
Epoch 3: loss did not improve from 0.57634
 26/400 [>.............................] - ETA: 3:35 - loss: 1.0856 - dice_coefficient: 0.4912
Epoch 3: loss did not improve from 0.57634
 27/400 [=>............................] - ETA: 3:35 - loss: 1.1030 - dice_coefficient: 0.4838
Epoch 3: loss did not improve from 0.57634
 28/400 [=>............................] - ETA: 3:35 - loss: 1.0801 - dice_coefficient: 0.4925
Epoch 3: loss did not improve from 0.57634
 29/400 [=>............................] - ETA: 3:34 - loss: 1.0666 - dice_coefficient: 0.4971
Epoch 3: loss did not improve from 0.57634
 30/400 [=>............................] - ETA: 3:34 - loss: 1.0870 - dice_coefficient: 0.4884
Epoch 3: loss did not improve from 0.57634
 31/400 [=>............................] - ETA: 3:33 - loss: 1.0835 - dice_coefficient: 0.4872
Epoch 3: loss did not improve from 0.57634
 32/400 [=>............................] - ETA: 3:33 - loss: 1.0655 - dice_coefficient: 0.4939
Epoch 3: loss did not improve from 0.57634
 33/400 [=>............................] - ETA: 3:32 - loss: 1.0858 - dice_coefficient: 0.4854
Epoch 3: loss did not improve from 0.57634
 34/400 [=>............................] - ETA: 3:31 - loss: 1.0795 - dice_coefficient: 0.4862
Epoch 3: loss did not improve from 0.57634
 35/400 [=>............................] - ETA: 3:31 - loss: 1.0739 - dice_coefficient: 0.4901
Epoch 3: loss did not improve from 0.57634
 36/400 [=>............................] - ETA: 3:30 - loss: 1.1126 - dice_coefficient: 0.4802
Epoch 3: loss did not improve from 0.57634
 37/400 [=>............................] - ETA: 3:29 - loss: 1.1020 - dice_coefficient: 0.4832
Epoch 3: loss did not improve from 0.57634
 38/400 [=>............................] - ETA: 3:29 - loss: 1.1006 - dice_coefficient: 0.4812
Epoch 3: loss did not improve from 0.57634
 39/400 [=>............................] - ETA: 3:28 - loss: 1.0986 - dice_coefficient: 0.4807
Epoch 3: loss did not improve from 0.57634
 40/400 [==>...........................] - ETA: 3:27 - loss: 1.0929 - dice_coefficient: 0.4820
Epoch 3: loss did not improve from 0.57634
 41/400 [==>...........................] - ETA: 3:27 - loss: 1.0777 - dice_coefficient: 0.4897
Epoch 3: loss did not improve from 0.57634
 42/400 [==>...........................] - ETA: 3:26 - loss: 1.0701 - dice_coefficient: 0.4915
Epoch 3: loss did not improve from 0.57634
 43/400 [==>...........................] - ETA: 3:25 - loss: 1.0575 - dice_coefficient: 0.4959
Epoch 3: loss did not improve from 0.57634
 44/400 [==>...........................] - ETA: 3:25 - loss: 1.0525 - dice_coefficient: 0.4976
Epoch 3: loss did not improve from 0.57634
 45/400 [==>...........................] - ETA: 3:24 - loss: 1.0387 - dice_coefficient: 0.5043
Epoch 3: loss did not improve from 0.57634
 46/400 [==>...........................] - ETA: 3:24 - loss: 1.0239 - dice_coefficient: 0.5102
Epoch 3: loss did not improve from 0.57634
 47/400 [==>...........................] - ETA: 3:23 - loss: 1.0155 - dice_coefficient: 0.5128
Epoch 3: loss did not improve from 0.57634
 48/400 [==>...........................] - ETA: 3:22 - loss: 1.0053 - dice_coefficient: 0.5181
Epoch 3: loss did not improve from 0.57634
 49/400 [==>...........................] - ETA: 3:22 - loss: 1.0003 - dice_coefficient: 0.5192
Epoch 3: loss did not improve from 0.57634
 50/400 [==>...........................] - ETA: 3:21 - loss: 0.9895 - dice_coefficient: 0.5248
Epoch 3: loss did not improve from 0.57634
 51/400 [==>...........................] - ETA: 3:21 - loss: 0.9776 - dice_coefficient: 0.5298
Epoch 3: loss did not improve from 0.57634
 52/400 [==>...........................] - ETA: 3:20 - loss: 0.9764 - dice_coefficient: 0.5285
Epoch 3: loss did not improve from 0.57634
 53/400 [==>...........................] - ETA: 3:20 - loss: 0.9726 - dice_coefficient: 0.5297
Epoch 3: loss did not improve from 0.57634
 54/400 [===>..........................] - ETA: 3:19 - loss: 1.0074 - dice_coefficient: 0.5215
Epoch 3: loss did not improve from 0.57634
 55/400 [===>..........................] - ETA: 3:19 - loss: 1.0183 - dice_coefficient: 0.5175
Epoch 3: loss did not improve from 0.57634
 56/400 [===>..........................] - ETA: 3:18 - loss: 1.0224 - dice_coefficient: 0.5149
Epoch 3: loss did not improve from 0.57634
 57/400 [===>..........................] - ETA: 3:18 - loss: 1.0158 - dice_coefficient: 0.5172
Epoch 3: loss did not improve from 0.57634
 58/400 [===>..........................] - ETA: 3:17 - loss: 1.0378 - dice_coefficient: 0.5107
Epoch 3: loss did not improve from 0.57634
 59/400 [===>..........................] - ETA: 3:17 - loss: 1.0284 - dice_coefficient: 0.5143
Epoch 3: loss did not improve from 0.57634
 60/400 [===>..........................] - ETA: 3:16 - loss: 1.0254 - dice_coefficient: 0.5144
Epoch 3: loss did not improve from 0.57634
 61/400 [===>..........................] - ETA: 3:15 - loss: 1.0449 - dice_coefficient: 0.5083
Epoch 3: loss did not improve from 0.57634
 62/400 [===>..........................] - ETA: 3:15 - loss: 1.0493 - dice_coefficient: 0.5078
Epoch 3: loss did not improve from 0.57634
 63/400 [===>..........................] - ETA: 3:14 - loss: 1.0436 - dice_coefficient: 0.5093
Epoch 3: loss did not improve from 0.57634
 64/400 [===>..........................] - ETA: 3:14 - loss: 1.0400 - dice_coefficient: 0.5096
Epoch 3: loss did not improve from 0.57634
 65/400 [===>..........................] - ETA: 3:13 - loss: 1.0454 - dice_coefficient: 0.5069
Epoch 3: loss did not improve from 0.57634
 66/400 [===>..........................] - ETA: 3:12 - loss: 1.0376 - dice_coefficient: 0.5108
Epoch 3: loss did not improve from 0.57634
 67/400 [====>.........................] - ETA: 3:12 - loss: 1.0291 - dice_coefficient: 0.5148
Epoch 3: loss did not improve from 0.57634
 68/400 [====>.........................] - ETA: 3:11 - loss: 1.0268 - dice_coefficient: 0.5140
Epoch 3: loss did not improve from 0.57634
 69/400 [====>.........................] - ETA: 3:11 - loss: 1.0260 - dice_coefficient: 0.5137
Epoch 3: loss did not improve from 0.57634
 70/400 [====>.........................] - ETA: 3:10 - loss: 1.0321 - dice_coefficient: 0.5104
Epoch 3: loss did not improve from 0.57634
 71/400 [====>.........................] - ETA: 3:09 - loss: 1.0585 - dice_coefficient: 0.5044
Epoch 3: loss did not improve from 0.57634
 72/400 [====>.........................] - ETA: 3:09 - loss: 1.0565 - dice_coefficient: 0.5039
Epoch 3: loss did not improve from 0.57634
 73/400 [====>.........................] - ETA: 3:08 - loss: 1.0695 - dice_coefficient: 0.4995
Epoch 3: loss did not improve from 0.57634
 74/400 [====>.........................] - ETA: 3:08 - loss: 1.0635 - dice_coefficient: 0.5011
Epoch 3: loss did not improve from 0.57634
 75/400 [====>.........................] - ETA: 3:07 - loss: 1.0561 - dice_coefficient: 0.5037
Epoch 3: loss did not improve from 0.57634
 76/400 [====>.........................] - ETA: 3:07 - loss: 1.0477 - dice_coefficient: 0.5074
Epoch 3: loss did not improve from 0.57634
 77/400 [====>.........................] - ETA: 3:07 - loss: 1.0415 - dice_coefficient: 0.5090
Epoch 3: loss did not improve from 0.57634
 78/400 [====>.........................] - ETA: 3:06 - loss: 1.0402 - dice_coefficient: 0.5081
Epoch 3: loss did not improve from 0.57634
 79/400 [====>.........................] - ETA: 3:05 - loss: 1.0355 - dice_coefficient: 0.5092
Epoch 3: loss did not improve from 0.57634
 80/400 [=====>........................] - ETA: 3:05 - loss: 1.0303 - dice_coefficient: 0.5105
Epoch 3: loss did not improve from 0.57634
 81/400 [=====>........................] - ETA: 3:04 - loss: 1.0290 - dice_coefficient: 0.5102
Epoch 3: loss did not improve from 0.57634
 82/400 [=====>........................] - ETA: 3:04 - loss: 1.0245 - dice_coefficient: 0.5116
Epoch 3: loss did not improve from 0.57634
 83/400 [=====>........................] - ETA: 3:03 - loss: 1.0186 - dice_coefficient: 0.5138
Epoch 3: loss did not improve from 0.57634
 84/400 [=====>........................] - ETA: 3:02 - loss: 1.0180 - dice_coefficient: 0.5128
Epoch 3: loss did not improve from 0.57634
 85/400 [=====>........................] - ETA: 3:02 - loss: 1.0259 - dice_coefficient: 0.5096
Epoch 3: loss did not improve from 0.57634
 86/400 [=====>........................] - ETA: 3:01 - loss: 1.0208 - dice_coefficient: 0.5108
Epoch 3: loss did not improve from 0.57634
 87/400 [=====>........................] - ETA: 3:01 - loss: 1.0206 - dice_coefficient: 0.5098
Epoch 3: loss did not improve from 0.57634
 88/400 [=====>........................] - ETA: 3:00 - loss: 1.0139 - dice_coefficient: 0.5127
Epoch 3: loss did not improve from 0.57634
 89/400 [=====>........................] - ETA: 2:59 - loss: 1.0145 - dice_coefficient: 0.5149
Epoch 3: loss did not improve from 0.57634
 90/400 [=====>........................] - ETA: 2:59 - loss: 1.0107 - dice_coefficient: 0.5167
Epoch 3: loss did not improve from 0.57634
 91/400 [=====>........................] - ETA: 2:58 - loss: 1.0133 - dice_coefficient: 0.5149
Epoch 3: loss did not improve from 0.57634
 92/400 [=====>........................] - ETA: 2:58 - loss: 1.0071 - dice_coefficient: 0.5180
Epoch 3: loss did not improve from 0.57634
 93/400 [=====>........................] - ETA: 2:57 - loss: 1.0079 - dice_coefficient: 0.5171
Epoch 3: loss did not improve from 0.57634
 94/400 [======>.......................] - ETA: 2:56 - loss: 1.0028 - dice_coefficient: 0.5189
Epoch 3: loss did not improve from 0.57634
 95/400 [======>.......................] - ETA: 2:56 - loss: 1.0011 - dice_coefficient: 0.5203
Epoch 3: loss did not improve from 0.57634
 96/400 [======>.......................] - ETA: 2:55 - loss: 0.9982 - dice_coefficient: 0.5206
Epoch 3: loss did not improve from 0.57634
 97/400 [======>.......................] - ETA: 2:55 - loss: 0.9919 - dice_coefficient: 0.5238
Epoch 3: loss did not improve from 0.57634
 98/400 [======>.......................] - ETA: 2:54 - loss: 0.9927 - dice_coefficient: 0.5235
Epoch 3: loss did not improve from 0.57634
 99/400 [======>.......................] - ETA: 2:54 - loss: 0.9972 - dice_coefficient: 0.5214
Epoch 3: loss did not improve from 0.57634
100/400 [======>.......................] - ETA: 2:53 - loss: 0.9971 - dice_coefficient: 0.5205
Epoch 3: loss did not improve from 0.57634
101/400 [======>.......................] - ETA: 2:52 - loss: 1.0030 - dice_coefficient: 0.5179
Epoch 3: loss did not improve from 0.57634
102/400 [======>.......................] - ETA: 2:52 - loss: 1.0029 - dice_coefficient: 0.5173
Epoch 3: loss did not improve from 0.57634
103/400 [======>.......................] - ETA: 2:51 - loss: 0.9992 - dice_coefficient: 0.5185
Epoch 3: loss did not improve from 0.57634
104/400 [======>.......................] - ETA: 2:51 - loss: 0.9993 - dice_coefficient: 0.5181
Epoch 3: loss did not improve from 0.57634
105/400 [======>.......................] - ETA: 2:50 - loss: 0.9981 - dice_coefficient: 0.5188
Epoch 3: loss did not improve from 0.57634
106/400 [======>.......................] - ETA: 2:49 - loss: 0.9919 - dice_coefficient: 0.5214
Epoch 3: loss did not improve from 0.57634
107/400 [=======>......................] - ETA: 2:49 - loss: 0.9897 - dice_coefficient: 0.5220
Epoch 3: loss did not improve from 0.57634
108/400 [=======>......................] - ETA: 2:48 - loss: 0.9881 - dice_coefficient: 0.5224
Epoch 3: loss did not improve from 0.57634
109/400 [=======>......................] - ETA: 2:48 - loss: 0.9821 - dice_coefficient: 0.5251
Epoch 3: loss did not improve from 0.57634
110/400 [=======>......................] - ETA: 2:47 - loss: 0.9789 - dice_coefficient: 0.5261
Epoch 3: loss did not improve from 0.57634
111/400 [=======>......................] - ETA: 2:46 - loss: 0.9778 - dice_coefficient: 0.5280
Epoch 3: loss did not improve from 0.57634
112/400 [=======>......................] - ETA: 2:46 - loss: 0.9762 - dice_coefficient: 0.5285
Epoch 3: loss did not improve from 0.57634
113/400 [=======>......................] - ETA: 2:45 - loss: 0.9746 - dice_coefficient: 0.5287
Epoch 3: loss did not improve from 0.57634
114/400 [=======>......................] - ETA: 2:45 - loss: 0.9779 - dice_coefficient: 0.5270
Epoch 3: loss did not improve from 0.57634
115/400 [=======>......................] - ETA: 2:44 - loss: 0.9894 - dice_coefficient: 0.5237
Epoch 3: loss did not improve from 0.57634
116/400 [=======>......................] - ETA: 2:43 - loss: 0.9893 - dice_coefficient: 0.5233
Epoch 3: loss did not improve from 0.57634
117/400 [=======>......................] - ETA: 2:43 - loss: 0.9867 - dice_coefficient: 0.5238
Epoch 3: loss did not improve from 0.57634
118/400 [=======>......................] - ETA: 2:42 - loss: 0.9809 - dice_coefficient: 0.5265
Epoch 3: loss did not improve from 0.57634
119/400 [=======>......................] - ETA: 2:42 - loss: 0.9819 - dice_coefficient: 0.5254
Epoch 3: loss did not improve from 0.57634
120/400 [========>.....................] - ETA: 2:41 - loss: 0.9918 - dice_coefficient: 0.5223
Epoch 3: loss did not improve from 0.57634
121/400 [========>.....................] - ETA: 2:40 - loss: 0.9892 - dice_coefficient: 0.5233
Epoch 3: loss did not improve from 0.57634
122/400 [========>.....................] - ETA: 2:40 - loss: 1.0017 - dice_coefficient: 0.5199
Epoch 3: loss did not improve from 0.57634
123/400 [========>.....................] - ETA: 2:39 - loss: 0.9975 - dice_coefficient: 0.5218
Epoch 3: loss did not improve from 0.57634
124/400 [========>.....................] - ETA: 2:39 - loss: 0.9951 - dice_coefficient: 0.5224
Epoch 3: loss did not improve from 0.57634
125/400 [========>.....................] - ETA: 2:38 - loss: 0.9927 - dice_coefficient: 0.5235
Epoch 3: loss did not improve from 0.57634
126/400 [========>.....................] - ETA: 2:38 - loss: 0.9945 - dice_coefficient: 0.5223
Epoch 3: loss did not improve from 0.57634
127/400 [========>.....................] - ETA: 2:37 - loss: 0.9914 - dice_coefficient: 0.5238
Epoch 3: loss did not improve from 0.57634
128/400 [========>.....................] - ETA: 2:36 - loss: 1.0051 - dice_coefficient: 0.5205
Epoch 3: loss did not improve from 0.57634
129/400 [========>.....................] - ETA: 2:36 - loss: 1.0090 - dice_coefficient: 0.5185
Epoch 3: loss did not improve from 0.57634
130/400 [========>.....................] - ETA: 2:35 - loss: 1.0038 - dice_coefficient: 0.5206
Epoch 3: loss did not improve from 0.57634
131/400 [========>.....................] - ETA: 2:35 - loss: 1.0009 - dice_coefficient: 0.5219
Epoch 3: loss did not improve from 0.57634
132/400 [========>.....................] - ETA: 2:34 - loss: 0.9989 - dice_coefficient: 0.5231
Epoch 3: loss did not improve from 0.57634
133/400 [========>.....................] - ETA: 2:33 - loss: 1.0042 - dice_coefficient: 0.5208
Epoch 3: loss did not improve from 0.57634
134/400 [=========>....................] - ETA: 2:33 - loss: 0.9999 - dice_coefficient: 0.5226
Epoch 3: loss did not improve from 0.57634
135/400 [=========>....................] - ETA: 2:32 - loss: 0.9977 - dice_coefficient: 0.5229
Epoch 3: loss did not improve from 0.57634
136/400 [=========>....................] - ETA: 2:32 - loss: 0.9934 - dice_coefficient: 0.5248
Epoch 3: loss did not improve from 0.57634
137/400 [=========>....................] - ETA: 2:31 - loss: 0.9888 - dice_coefficient: 0.5269
Epoch 3: loss did not improve from 0.57634
138/400 [=========>....................] - ETA: 2:31 - loss: 0.9887 - dice_coefficient: 0.5262
Epoch 3: loss did not improve from 0.57634
139/400 [=========>....................] - ETA: 2:30 - loss: 0.9880 - dice_coefficient: 0.5263
Epoch 3: loss did not improve from 0.57634
140/400 [=========>....................] - ETA: 2:29 - loss: 0.9864 - dice_coefficient: 0.5268
Epoch 3: loss did not improve from 0.57634
141/400 [=========>....................] - ETA: 2:29 - loss: 0.9841 - dice_coefficient: 0.5274
Epoch 3: loss did not improve from 0.57634
142/400 [=========>....................] - ETA: 2:28 - loss: 1.0956 - dice_coefficient: 0.5237
Epoch 3: loss did not improve from 0.57634
143/400 [=========>....................] - ETA: 2:28 - loss: 1.0957 - dice_coefficient: 0.5247
Epoch 3: loss did not improve from 0.57634
144/400 [=========>....................] - ETA: 2:27 - loss: 1.0967 - dice_coefficient: 0.5233
Epoch 3: loss did not improve from 0.57634
145/400 [=========>....................] - ETA: 2:27 - loss: 1.0936 - dice_coefficient: 0.5240
Epoch 3: loss did not improve from 0.57634
146/400 [=========>....................] - ETA: 2:26 - loss: 1.0892 - dice_coefficient: 0.5254
Epoch 3: loss did not improve from 0.57634
147/400 [==========>...................] - ETA: 2:25 - loss: 1.0881 - dice_coefficient: 0.5251
Epoch 3: loss did not improve from 0.57634
148/400 [==========>...................] - ETA: 2:25 - loss: 1.0871 - dice_coefficient: 0.5251
Epoch 3: loss did not improve from 0.57634
149/400 [==========>...................] - ETA: 2:24 - loss: 1.0856 - dice_coefficient: 0.5251
Epoch 3: loss did not improve from 0.57634
150/400 [==========>...................] - ETA: 2:24 - loss: 1.0861 - dice_coefficient: 0.5242
Epoch 3: loss did not improve from 0.57634
151/400 [==========>...................] - ETA: 2:23 - loss: 1.0824 - dice_coefficient: 0.5257
Epoch 3: loss did not improve from 0.57634
152/400 [==========>...................] - ETA: 2:22 - loss: 1.0839 - dice_coefficient: 0.5243
Epoch 3: loss did not improve from 0.57634
153/400 [==========>...................] - ETA: 2:22 - loss: 1.0826 - dice_coefficient: 0.5241
Epoch 3: loss did not improve from 0.57634
154/400 [==========>...................] - ETA: 2:21 - loss: 1.0796 - dice_coefficient: 0.5250
Epoch 3: loss did not improve from 0.57634
155/400 [==========>...................] - ETA: 2:21 - loss: 1.0776 - dice_coefficient: 0.5252
Epoch 3: loss did not improve from 0.57634
156/400 [==========>...................] - ETA: 2:20 - loss: 1.0767 - dice_coefficient: 0.5247
Epoch 3: loss did not improve from 0.57634
157/400 [==========>...................] - ETA: 2:20 - loss: 1.0738 - dice_coefficient: 0.5255
Epoch 3: loss did not improve from 0.57634
158/400 [==========>...................] - ETA: 2:19 - loss: 1.0755 - dice_coefficient: 0.5242
Epoch 3: loss did not improve from 0.57634
159/400 [==========>...................] - ETA: 2:18 - loss: 1.0871 - dice_coefficient: 0.5214
Epoch 3: loss did not improve from 0.57634
160/400 [===========>..................] - ETA: 2:18 - loss: 1.0873 - dice_coefficient: 0.5207
Epoch 3: loss did not improve from 0.57634
161/400 [===========>..................] - ETA: 2:17 - loss: 1.0849 - dice_coefficient: 0.5209
Epoch 3: loss did not improve from 0.57634
162/400 [===========>..................] - ETA: 2:17 - loss: 1.0838 - dice_coefficient: 0.5207
Epoch 3: loss did not improve from 0.57634
163/400 [===========>..................] - ETA: 2:16 - loss: 1.0836 - dice_coefficient: 0.5200
Epoch 3: loss did not improve from 0.57634
164/400 [===========>..................] - ETA: 2:16 - loss: 1.0934 - dice_coefficient: 0.5175
Epoch 3: loss did not improve from 0.57634
165/400 [===========>..................] - ETA: 2:15 - loss: 1.0951 - dice_coefficient: 0.5162
Epoch 3: loss did not improve from 0.57634
166/400 [===========>..................] - ETA: 2:14 - loss: 1.0920 - dice_coefficient: 0.5171
Epoch 3: loss did not improve from 0.57634
167/400 [===========>..................] - ETA: 2:14 - loss: 1.0890 - dice_coefficient: 0.5176
Epoch 3: loss did not improve from 0.57634
168/400 [===========>..................] - ETA: 2:13 - loss: 1.0907 - dice_coefficient: 0.5164
Epoch 3: loss did not improve from 0.57634
169/400 [===========>..................] - ETA: 2:13 - loss: 1.0889 - dice_coefficient: 0.5164
Epoch 3: loss did not improve from 0.57634
170/400 [===========>..................] - ETA: 2:12 - loss: 1.0980 - dice_coefficient: 0.5140
Epoch 3: loss did not improve from 0.57634
171/400 [===========>..................] - ETA: 2:11 - loss: 1.1017 - dice_coefficient: 0.5124
Epoch 3: loss did not improve from 0.57634
172/400 [===========>..................] - ETA: 2:11 - loss: 1.0991 - dice_coefficient: 0.5127
Epoch 3: loss did not improve from 0.57634
173/400 [===========>..................] - ETA: 2:10 - loss: 1.0987 - dice_coefficient: 0.5136
Epoch 3: loss did not improve from 0.57634
174/400 [============>.................] - ETA: 2:10 - loss: 1.0956 - dice_coefficient: 0.5143
Epoch 3: loss did not improve from 0.57634
175/400 [============>.................] - ETA: 2:09 - loss: 1.1003 - dice_coefficient: 0.5125
Epoch 3: loss did not improve from 0.57634
176/400 [============>.................] - ETA: 2:09 - loss: 1.0979 - dice_coefficient: 0.5130
Epoch 3: loss did not improve from 0.57634
177/400 [============>.................] - ETA: 2:08 - loss: 1.0949 - dice_coefficient: 0.5142
Epoch 3: loss did not improve from 0.57634
178/400 [============>.................] - ETA: 2:07 - loss: 1.0926 - dice_coefficient: 0.5151
Epoch 3: loss did not improve from 0.57634
179/400 [============>.................] - ETA: 2:07 - loss: 1.0911 - dice_coefficient: 0.5153
Epoch 3: loss did not improve from 0.57634
180/400 [============>.................] - ETA: 2:06 - loss: 1.0880 - dice_coefficient: 0.5164
Epoch 3: loss did not improve from 0.57634
181/400 [============>.................] - ETA: 2:06 - loss: 1.0867 - dice_coefficient: 0.5166
Epoch 3: loss did not improve from 0.57634
182/400 [============>.................] - ETA: 2:05 - loss: 1.0859 - dice_coefficient: 0.5163
Epoch 3: loss did not improve from 0.57634
183/400 [============>.................] - ETA: 2:04 - loss: 1.0828 - dice_coefficient: 0.5174
Epoch 3: loss did not improve from 0.57634
184/400 [============>.................] - ETA: 2:04 - loss: 1.0846 - dice_coefficient: 0.5161
Epoch 3: loss did not improve from 0.57634
185/400 [============>.................] - ETA: 2:03 - loss: 1.0828 - dice_coefficient: 0.5163
Epoch 3: loss did not improve from 0.57634
186/400 [============>.................] - ETA: 2:03 - loss: 1.0802 - dice_coefficient: 0.5172
Epoch 3: loss did not improve from 0.57634
187/400 [=============>................] - ETA: 2:02 - loss: 1.0764 - dice_coefficient: 0.5189
Epoch 3: loss did not improve from 0.57634
188/400 [=============>................] - ETA: 2:02 - loss: 1.0728 - dice_coefficient: 0.5203
Epoch 3: loss did not improve from 0.57634
189/400 [=============>................] - ETA: 2:01 - loss: 1.0714 - dice_coefficient: 0.5206
Epoch 3: loss did not improve from 0.57634
190/400 [=============>................] - ETA: 2:00 - loss: 1.0711 - dice_coefficient: 0.5203
Epoch 3: loss did not improve from 0.57634
191/400 [=============>................] - ETA: 2:00 - loss: 1.0690 - dice_coefficient: 0.5209
Epoch 3: loss did not improve from 0.57634
192/400 [=============>................] - ETA: 1:59 - loss: 1.0665 - dice_coefficient: 0.5215
Epoch 3: loss did not improve from 0.57634
193/400 [=============>................] - ETA: 1:59 - loss: 1.0638 - dice_coefficient: 0.5223
Epoch 3: loss did not improve from 0.57634
194/400 [=============>................] - ETA: 1:58 - loss: 1.0700 - dice_coefficient: 0.5203
Epoch 3: loss did not improve from 0.57634
195/400 [=============>................] - ETA: 1:58 - loss: 1.0684 - dice_coefficient: 0.5204
Epoch 3: loss did not improve from 0.57634
196/400 [=============>................] - ETA: 1:57 - loss: 1.0728 - dice_coefficient: 0.5187
Epoch 3: loss did not improve from 0.57634
197/400 [=============>................] - ETA: 1:56 - loss: 1.0725 - dice_coefficient: 0.5183
Epoch 3: loss did not improve from 0.57634
198/400 [=============>................] - ETA: 1:56 - loss: 1.0727 - dice_coefficient: 0.5177
Epoch 3: loss did not improve from 0.57634
199/400 [=============>................] - ETA: 1:55 - loss: 1.0690 - dice_coefficient: 0.5191
Epoch 3: loss did not improve from 0.57634
200/400 [==============>...............] - ETA: 1:55 - loss: 1.0697 - dice_coefficient: 0.5184
Epoch 3: loss did not improve from 0.57634
201/400 [==============>...............] - ETA: 1:54 - loss: 1.0679 - dice_coefficient: 0.5191
Epoch 3: loss did not improve from 0.57634
202/400 [==============>...............] - ETA: 1:54 - loss: 1.0657 - dice_coefficient: 0.5201
Epoch 3: loss did not improve from 0.57634
203/400 [==============>...............] - ETA: 1:53 - loss: 1.0667 - dice_coefficient: 0.5193
Epoch 3: loss did not improve from 0.57634
204/400 [==============>...............] - ETA: 1:52 - loss: 1.0636 - dice_coefficient: 0.5203
Epoch 3: loss did not improve from 0.57634
205/400 [==============>...............] - ETA: 1:52 - loss: 1.0618 - dice_coefficient: 0.5207
Epoch 3: loss did not improve from 0.57634
206/400 [==============>...............] - ETA: 1:51 - loss: 1.0596 - dice_coefficient: 0.5213
Epoch 3: loss did not improve from 0.57634
207/400 [==============>...............] - ETA: 1:51 - loss: 1.0598 - dice_coefficient: 0.5208
Epoch 3: loss did not improve from 0.57634
208/400 [==============>...............] - ETA: 1:50 - loss: 1.0583 - dice_coefficient: 0.5209
Epoch 3: loss did not improve from 0.57634
209/400 [==============>...............] - ETA: 1:49 - loss: 1.0560 - dice_coefficient: 0.5222
Epoch 3: loss did not improve from 0.57634
210/400 [==============>...............] - ETA: 1:49 - loss: 1.0545 - dice_coefficient: 0.5224
Epoch 3: loss did not improve from 0.57634
211/400 [==============>...............] - ETA: 1:48 - loss: 1.0526 - dice_coefficient: 0.5228
Epoch 3: loss did not improve from 0.57634
212/400 [==============>...............] - ETA: 1:48 - loss: 1.0504 - dice_coefficient: 0.5236
Epoch 3: loss did not improve from 0.57634
213/400 [==============>...............] - ETA: 1:47 - loss: 1.0484 - dice_coefficient: 0.5242
Epoch 3: loss did not improve from 0.57634
214/400 [===============>..............] - ETA: 1:47 - loss: 1.0548 - dice_coefficient: 0.5222
Epoch 3: loss did not improve from 0.57634
215/400 [===============>..............] - ETA: 1:46 - loss: 1.0581 - dice_coefficient: 0.5208
Epoch 3: loss did not improve from 0.57634
216/400 [===============>..............] - ETA: 1:45 - loss: 1.0556 - dice_coefficient: 0.5218
Epoch 3: loss did not improve from 0.57634
217/400 [===============>..............] - ETA: 1:45 - loss: 1.0543 - dice_coefficient: 0.5223
Epoch 3: loss did not improve from 0.57634
218/400 [===============>..............] - ETA: 1:44 - loss: 1.0536 - dice_coefficient: 0.5221
Epoch 3: loss did not improve from 0.57634
219/400 [===============>..............] - ETA: 1:44 - loss: 1.0527 - dice_coefficient: 0.5219
Epoch 3: loss did not improve from 0.57634
220/400 [===============>..............] - ETA: 1:43 - loss: 1.0536 - dice_coefficient: 0.5212
Epoch 3: loss did not improve from 0.57634
221/400 [===============>..............] - ETA: 1:42 - loss: 1.0525 - dice_coefficient: 0.5213
Epoch 3: loss did not improve from 0.57634
222/400 [===============>..............] - ETA: 1:42 - loss: 1.0501 - dice_coefficient: 0.5221
Epoch 3: loss did not improve from 0.57634
223/400 [===============>..............] - ETA: 1:41 - loss: 1.0475 - dice_coefficient: 0.5232
Epoch 3: loss did not improve from 0.57634
224/400 [===============>..............] - ETA: 1:41 - loss: 1.0452 - dice_coefficient: 0.5238
Epoch 3: loss did not improve from 0.57634
225/400 [===============>..............] - ETA: 1:40 - loss: 1.0484 - dice_coefficient: 0.5224
Epoch 3: loss did not improve from 0.57634
226/400 [===============>..............] - ETA: 1:40 - loss: 1.0474 - dice_coefficient: 0.5226
Epoch 3: loss did not improve from 0.57634
227/400 [================>.............] - ETA: 1:39 - loss: 1.0476 - dice_coefficient: 0.5220
Epoch 3: loss did not improve from 0.57634
228/400 [================>.............] - ETA: 1:39 - loss: 1.0488 - dice_coefficient: 0.5214
Epoch 3: loss did not improve from 0.57634
229/400 [================>.............] - ETA: 1:38 - loss: 1.0518 - dice_coefficient: 0.5203
Epoch 3: loss did not improve from 0.57634
230/400 [================>.............] - ETA: 1:37 - loss: 1.0491 - dice_coefficient: 0.5213
Epoch 3: loss did not improve from 0.57634
231/400 [================>.............] - ETA: 1:37 - loss: 1.0522 - dice_coefficient: 0.5200
Epoch 3: loss did not improve from 0.57634
232/400 [================>.............] - ETA: 1:36 - loss: 1.0514 - dice_coefficient: 0.5200
Epoch 3: loss did not improve from 0.57634
233/400 [================>.............] - ETA: 1:36 - loss: 1.0500 - dice_coefficient: 0.5203
Epoch 3: loss did not improve from 0.57634
234/400 [================>.............] - ETA: 1:35 - loss: 1.0486 - dice_coefficient: 0.5208
Epoch 3: loss did not improve from 0.57634
235/400 [================>.............] - ETA: 1:35 - loss: 1.0463 - dice_coefficient: 0.5215
Epoch 3: loss did not improve from 0.57634
236/400 [================>.............] - ETA: 1:34 - loss: 1.0498 - dice_coefficient: 0.5202
Epoch 3: loss did not improve from 0.57634
237/400 [================>.............] - ETA: 1:33 - loss: 1.0513 - dice_coefficient: 0.5196
Epoch 3: loss did not improve from 0.57634
238/400 [================>.............] - ETA: 1:33 - loss: 1.0496 - dice_coefficient: 0.5198
Epoch 3: loss did not improve from 0.57634
239/400 [================>.............] - ETA: 1:32 - loss: 1.0489 - dice_coefficient: 0.5198
Epoch 3: loss did not improve from 0.57634
240/400 [=================>............] - ETA: 1:32 - loss: 1.0475 - dice_coefficient: 0.5201
Epoch 3: loss did not improve from 0.57634
241/400 [=================>............] - ETA: 1:31 - loss: 1.0466 - dice_coefficient: 0.5200
Epoch 3: loss did not improve from 0.57634
242/400 [=================>............] - ETA: 1:31 - loss: 1.0447 - dice_coefficient: 0.5206
Epoch 3: loss did not improve from 0.57634
243/400 [=================>............] - ETA: 1:30 - loss: 1.0428 - dice_coefficient: 0.5211
Epoch 3: loss did not improve from 0.57634
244/400 [=================>............] - ETA: 1:29 - loss: 1.0413 - dice_coefficient: 0.5212
Epoch 3: loss did not improve from 0.57634
245/400 [=================>............] - ETA: 1:29 - loss: 1.0418 - dice_coefficient: 0.5206
Epoch 3: loss did not improve from 0.57634
246/400 [=================>............] - ETA: 1:28 - loss: 1.0435 - dice_coefficient: 0.5196
Epoch 3: loss did not improve from 0.57634
247/400 [=================>............] - ETA: 1:28 - loss: 1.0426 - dice_coefficient: 0.5195
Epoch 3: loss did not improve from 0.57634
248/400 [=================>............] - ETA: 1:27 - loss: 1.0414 - dice_coefficient: 0.5198
Epoch 3: loss did not improve from 0.57634
249/400 [=================>............] - ETA: 1:27 - loss: 1.0396 - dice_coefficient: 0.5206
Epoch 3: loss did not improve from 0.57634
250/400 [=================>............] - ETA: 1:26 - loss: 1.0395 - dice_coefficient: 0.5202
Epoch 3: loss did not improve from 0.57634
251/400 [=================>............] - ETA: 1:25 - loss: 1.0409 - dice_coefficient: 0.5194
Epoch 3: loss did not improve from 0.57634
252/400 [=================>............] - ETA: 1:25 - loss: 1.0406 - dice_coefficient: 0.5191
Epoch 3: loss did not improve from 0.57634
253/400 [=================>............] - ETA: 1:24 - loss: 1.0406 - dice_coefficient: 0.5188
Epoch 3: loss did not improve from 0.57634
254/400 [==================>...........] - ETA: 1:24 - loss: 1.0403 - dice_coefficient: 0.5185
Epoch 3: loss did not improve from 0.57634
255/400 [==================>...........] - ETA: 1:23 - loss: 1.0397 - dice_coefficient: 0.5184
Epoch 3: loss did not improve from 0.57634
256/400 [==================>...........] - ETA: 1:22 - loss: 1.0380 - dice_coefficient: 0.5189
Epoch 3: loss did not improve from 0.57634
257/400 [==================>...........] - ETA: 1:22 - loss: 1.0362 - dice_coefficient: 0.5195
Epoch 3: loss did not improve from 0.57634
258/400 [==================>...........] - ETA: 1:21 - loss: 1.0352 - dice_coefficient: 0.5197
Epoch 3: loss did not improve from 0.57634
259/400 [==================>...........] - ETA: 1:21 - loss: 1.0339 - dice_coefficient: 0.5199
Epoch 3: loss did not improve from 0.57634
260/400 [==================>...........] - ETA: 1:20 - loss: 1.0333 - dice_coefficient: 0.5206
Epoch 3: loss did not improve from 0.57634
261/400 [==================>...........] - ETA: 1:20 - loss: 1.0339 - dice_coefficient: 0.5200
Epoch 3: loss did not improve from 0.57634
262/400 [==================>...........] - ETA: 1:19 - loss: 1.0336 - dice_coefficient: 0.5197
Epoch 3: loss did not improve from 0.57634
263/400 [==================>...........] - ETA: 1:18 - loss: 1.0319 - dice_coefficient: 0.5202
Epoch 3: loss did not improve from 0.57634
264/400 [==================>...........] - ETA: 1:18 - loss: 1.0305 - dice_coefficient: 0.5208
Epoch 3: loss did not improve from 0.57634
265/400 [==================>...........] - ETA: 1:17 - loss: 1.0329 - dice_coefficient: 0.5198
Epoch 3: loss did not improve from 0.57634
266/400 [==================>...........] - ETA: 1:17 - loss: 1.0314 - dice_coefficient: 0.5203
Epoch 3: loss did not improve from 0.57634
267/400 [===================>..........] - ETA: 1:16 - loss: 1.0297 - dice_coefficient: 0.5210
Epoch 3: loss did not improve from 0.57634
268/400 [===================>..........] - ETA: 1:16 - loss: 1.0279 - dice_coefficient: 0.5215
Epoch 3: loss did not improve from 0.57634
269/400 [===================>..........] - ETA: 1:15 - loss: 1.0272 - dice_coefficient: 0.5217
Epoch 3: loss did not improve from 0.57634
270/400 [===================>..........] - ETA: 1:14 - loss: 1.0269 - dice_coefficient: 0.5224
Epoch 3: loss did not improve from 0.57634
271/400 [===================>..........] - ETA: 1:14 - loss: 1.0298 - dice_coefficient: 0.5213
Epoch 3: loss did not improve from 0.57634
272/400 [===================>..........] - ETA: 1:13 - loss: 1.0288 - dice_coefficient: 0.5222
Epoch 3: loss did not improve from 0.57634
273/400 [===================>..........] - ETA: 1:13 - loss: 1.0291 - dice_coefficient: 0.5218
Epoch 3: loss did not improve from 0.57634
274/400 [===================>..........] - ETA: 1:12 - loss: 1.0286 - dice_coefficient: 0.5220
Epoch 3: loss did not improve from 0.57634
275/400 [===================>..........] - ETA: 1:11 - loss: 1.0297 - dice_coefficient: 0.5214
Epoch 3: loss did not improve from 0.57634
276/400 [===================>..........] - ETA: 1:11 - loss: 1.0285 - dice_coefficient: 0.5218
Epoch 3: loss did not improve from 0.57634
277/400 [===================>..........] - ETA: 1:10 - loss: 1.0290 - dice_coefficient: 0.5215
Epoch 3: loss did not improve from 0.57634
278/400 [===================>..........] - ETA: 1:10 - loss: 1.0302 - dice_coefficient: 0.5207
Epoch 3: loss did not improve from 0.57634
279/400 [===================>..........] - ETA: 1:09 - loss: 1.0285 - dice_coefficient: 0.5213
Epoch 3: loss did not improve from 0.57634
280/400 [====================>.........] - ETA: 1:09 - loss: 1.0283 - dice_coefficient: 0.5218
Epoch 3: loss did not improve from 0.57634
281/400 [====================>.........] - ETA: 1:08 - loss: 1.0277 - dice_coefficient: 0.5217
Epoch 3: loss did not improve from 0.57634
282/400 [====================>.........] - ETA: 1:07 - loss: 1.0262 - dice_coefficient: 0.5221
Epoch 3: loss did not improve from 0.57634
283/400 [====================>.........] - ETA: 1:07 - loss: 1.0247 - dice_coefficient: 0.5226
Epoch 3: loss did not improve from 0.57634
284/400 [====================>.........] - ETA: 1:06 - loss: 1.0235 - dice_coefficient: 0.5231
Epoch 3: loss did not improve from 0.57634
285/400 [====================>.........] - ETA: 1:06 - loss: 1.0255 - dice_coefficient: 0.5221
Epoch 3: loss did not improve from 0.57634
286/400 [====================>.........] - ETA: 1:05 - loss: 1.0247 - dice_coefficient: 0.5221
Epoch 3: loss did not improve from 0.57634
287/400 [====================>.........] - ETA: 1:05 - loss: 1.0251 - dice_coefficient: 0.5216
Epoch 3: loss did not improve from 0.57634
288/400 [====================>.........] - ETA: 1:04 - loss: 1.0239 - dice_coefficient: 0.5219
Epoch 3: loss did not improve from 0.57634
289/400 [====================>.........] - ETA: 1:03 - loss: 1.0231 - dice_coefficient: 0.5219
Epoch 3: loss did not improve from 0.57634
290/400 [====================>.........] - ETA: 1:03 - loss: 1.0225 - dice_coefficient: 0.5218
Epoch 3: loss did not improve from 0.57634
291/400 [====================>.........] - ETA: 1:02 - loss: 1.0238 - dice_coefficient: 0.5210
Epoch 3: loss did not improve from 0.57634
292/400 [====================>.........] - ETA: 1:02 - loss: 1.0222 - dice_coefficient: 0.5215
Epoch 3: loss did not improve from 0.57634
293/400 [====================>.........] - ETA: 1:01 - loss: 1.0208 - dice_coefficient: 0.5218
Epoch 3: loss did not improve from 0.57634
294/400 [=====================>........] - ETA: 1:01 - loss: 1.0197 - dice_coefficient: 0.5221
Epoch 3: loss did not improve from 0.57634
295/400 [=====================>........] - ETA: 1:00 - loss: 1.0178 - dice_coefficient: 0.5228
Epoch 3: loss did not improve from 0.57634
296/400 [=====================>........] - ETA: 59s - loss: 1.0186 - dice_coefficient: 0.5222 
Epoch 3: loss did not improve from 0.57634
297/400 [=====================>........] - ETA: 59s - loss: 1.0174 - dice_coefficient: 0.5226
Epoch 3: loss did not improve from 0.57634
298/400 [=====================>........] - ETA: 58s - loss: 1.0166 - dice_coefficient: 0.5228
Epoch 3: loss did not improve from 0.57634
299/400 [=====================>........] - ETA: 58s - loss: 1.0171 - dice_coefficient: 0.5223
Epoch 3: loss did not improve from 0.57634
300/400 [=====================>........] - ETA: 57s - loss: 1.0192 - dice_coefficient: 0.5214
Epoch 3: loss did not improve from 0.57634
301/400 [=====================>........] - ETA: 56s - loss: 1.0172 - dice_coefficient: 0.5222
Epoch 3: loss did not improve from 0.57634
302/400 [=====================>........] - ETA: 56s - loss: 1.0163 - dice_coefficient: 0.5223
Epoch 3: loss did not improve from 0.57634
303/400 [=====================>........] - ETA: 55s - loss: 1.0162 - dice_coefficient: 0.5228
Epoch 3: loss did not improve from 0.57634
304/400 [=====================>........] - ETA: 55s - loss: 1.0144 - dice_coefficient: 0.5233
Epoch 3: loss did not improve from 0.57634
305/400 [=====================>........] - ETA: 54s - loss: 1.0153 - dice_coefficient: 0.5227
Epoch 3: loss did not improve from 0.57634
306/400 [=====================>........] - ETA: 54s - loss: 1.0150 - dice_coefficient: 0.5227
Epoch 3: loss did not improve from 0.57634
307/400 [======================>.......] - ETA: 53s - loss: 1.0137 - dice_coefficient: 0.5229
Epoch 3: loss did not improve from 0.57634
308/400 [======================>.......] - ETA: 52s - loss: 1.0118 - dice_coefficient: 0.5238
Epoch 3: loss did not improve from 0.57634
309/400 [======================>.......] - ETA: 52s - loss: 1.0105 - dice_coefficient: 0.5243
Epoch 3: loss did not improve from 0.57634
310/400 [======================>.......] - ETA: 51s - loss: 1.0097 - dice_coefficient: 0.5243
Epoch 3: loss did not improve from 0.57634
311/400 [======================>.......] - ETA: 51s - loss: 1.0089 - dice_coefficient: 0.5246
Epoch 3: loss did not improve from 0.57634
312/400 [======================>.......] - ETA: 50s - loss: 1.0077 - dice_coefficient: 0.5251
Epoch 3: loss did not improve from 0.57634
313/400 [======================>.......] - ETA: 50s - loss: 1.0087 - dice_coefficient: 0.5246
Epoch 3: loss did not improve from 0.57634
314/400 [======================>.......] - ETA: 49s - loss: 1.0087 - dice_coefficient: 0.5243
Epoch 3: loss did not improve from 0.57634
315/400 [======================>.......] - ETA: 48s - loss: 1.0067 - dice_coefficient: 0.5251
Epoch 3: loss did not improve from 0.57634
316/400 [======================>.......] - ETA: 48s - loss: 1.0051 - dice_coefficient: 0.5258
Epoch 3: loss did not improve from 0.57634
317/400 [======================>.......] - ETA: 47s - loss: 1.0038 - dice_coefficient: 0.5265
Epoch 3: loss did not improve from 0.57634
318/400 [======================>.......] - ETA: 47s - loss: 1.0020 - dice_coefficient: 0.5273
Epoch 3: loss did not improve from 0.57634
319/400 [======================>.......] - ETA: 46s - loss: 1.0047 - dice_coefficient: 0.5263
Epoch 3: loss did not improve from 0.57634
320/400 [=======================>......] - ETA: 46s - loss: 1.0043 - dice_coefficient: 0.5261
Epoch 3: loss did not improve from 0.57634
321/400 [=======================>......] - ETA: 45s - loss: 1.0082 - dice_coefficient: 0.5249
Epoch 3: loss did not improve from 0.57634
322/400 [=======================>......] - ETA: 44s - loss: 1.0118 - dice_coefficient: 0.5237
Epoch 3: loss did not improve from 0.57634
323/400 [=======================>......] - ETA: 44s - loss: 1.0118 - dice_coefficient: 0.5236
Epoch 3: loss did not improve from 0.57634
324/400 [=======================>......] - ETA: 43s - loss: 1.0173 - dice_coefficient: 0.5223
Epoch 3: loss did not improve from 0.57634
325/400 [=======================>......] - ETA: 43s - loss: 1.0163 - dice_coefficient: 0.5225
Epoch 3: loss did not improve from 0.57634
326/400 [=======================>......] - ETA: 42s - loss: 1.0215 - dice_coefficient: 0.5212
Epoch 3: loss did not improve from 0.57634
327/400 [=======================>......] - ETA: 42s - loss: 1.0220 - dice_coefficient: 0.5208
Epoch 3: loss did not improve from 0.57634
328/400 [=======================>......] - ETA: 41s - loss: 1.0212 - dice_coefficient: 0.5208
Epoch 3: loss did not improve from 0.57634
329/400 [=======================>......] - ETA: 40s - loss: 1.0200 - dice_coefficient: 0.5212
Epoch 3: loss did not improve from 0.57634
330/400 [=======================>......] - ETA: 40s - loss: 1.0199 - dice_coefficient: 0.5210
Epoch 3: loss did not improve from 0.57634
331/400 [=======================>......] - ETA: 39s - loss: 1.0184 - dice_coefficient: 0.5215
Epoch 3: loss did not improve from 0.57634
332/400 [=======================>......] - ETA: 39s - loss: 1.0166 - dice_coefficient: 0.5222
Epoch 3: loss did not improve from 0.57634
333/400 [=======================>......] - ETA: 38s - loss: 1.0158 - dice_coefficient: 0.5223
Epoch 3: loss did not improve from 0.57634
334/400 [========================>.....] - ETA: 37s - loss: 1.0164 - dice_coefficient: 0.5218
Epoch 3: loss did not improve from 0.57634
335/400 [========================>.....] - ETA: 37s - loss: 1.0154 - dice_coefficient: 0.5221
Epoch 3: loss did not improve from 0.57634
336/400 [========================>.....] - ETA: 36s - loss: 1.0145 - dice_coefficient: 0.5222
Epoch 3: loss did not improve from 0.57634
337/400 [========================>.....] - ETA: 36s - loss: 1.0130 - dice_coefficient: 0.5226
Epoch 3: loss did not improve from 0.57634
338/400 [========================>.....] - ETA: 35s - loss: 1.0121 - dice_coefficient: 0.5228
Epoch 3: loss did not improve from 0.57634
339/400 [========================>.....] - ETA: 35s - loss: 1.0111 - dice_coefficient: 0.5230
Epoch 3: loss did not improve from 0.57634
340/400 [========================>.....] - ETA: 34s - loss: 1.0094 - dice_coefficient: 0.5238
Epoch 3: loss did not improve from 0.57634
341/400 [========================>.....] - ETA: 33s - loss: 1.0075 - dice_coefficient: 0.5246
Epoch 3: loss did not improve from 0.57634
342/400 [========================>.....] - ETA: 33s - loss: 1.0103 - dice_coefficient: 0.5236
Epoch 3: loss did not improve from 0.57634
343/400 [========================>.....] - ETA: 32s - loss: 1.0090 - dice_coefficient: 0.5241
Epoch 3: loss did not improve from 0.57634
344/400 [========================>.....] - ETA: 32s - loss: 1.0079 - dice_coefficient: 0.5243
Epoch 3: loss did not improve from 0.57634
345/400 [========================>.....] - ETA: 31s - loss: 1.0068 - dice_coefficient: 0.5251
Epoch 3: loss did not improve from 0.57634
346/400 [========================>.....] - ETA: 31s - loss: 1.0054 - dice_coefficient: 0.5256
Epoch 3: loss did not improve from 0.57634
347/400 [=========================>....] - ETA: 30s - loss: 1.0038 - dice_coefficient: 0.5263
Epoch 3: loss did not improve from 0.57634
348/400 [=========================>....] - ETA: 29s - loss: 1.0026 - dice_coefficient: 0.5268
Epoch 3: loss did not improve from 0.57634
349/400 [=========================>....] - ETA: 29s - loss: 1.0047 - dice_coefficient: 0.5259
Epoch 3: loss did not improve from 0.57634
350/400 [=========================>....] - ETA: 28s - loss: 1.0039 - dice_coefficient: 0.5261
Epoch 3: loss did not improve from 0.57634
351/400 [=========================>....] - ETA: 28s - loss: 1.0026 - dice_coefficient: 0.5266
Epoch 3: loss did not improve from 0.57634
352/400 [=========================>....] - ETA: 27s - loss: 1.0008 - dice_coefficient: 0.5275
Epoch 3: loss did not improve from 0.57634
353/400 [=========================>....] - ETA: 27s - loss: 1.0036 - dice_coefficient: 0.5266
Epoch 3: loss did not improve from 0.57634
354/400 [=========================>....] - ETA: 26s - loss: 1.0029 - dice_coefficient: 0.5267
Epoch 3: loss did not improve from 0.57634
355/400 [=========================>....] - ETA: 25s - loss: 1.0038 - dice_coefficient: 0.5261
Epoch 3: loss did not improve from 0.57634
356/400 [=========================>....] - ETA: 25s - loss: 1.0049 - dice_coefficient: 0.5255
Epoch 3: loss did not improve from 0.57634
357/400 [=========================>....] - ETA: 24s - loss: 1.0031 - dice_coefficient: 0.5262
Epoch 3: loss did not improve from 0.57634
358/400 [=========================>....] - ETA: 24s - loss: 1.0020 - dice_coefficient: 0.5266
Epoch 3: loss did not improve from 0.57634
359/400 [=========================>....] - ETA: 23s - loss: 1.0055 - dice_coefficient: 0.5255
Epoch 3: loss did not improve from 0.57634
360/400 [==========================>...] - ETA: 23s - loss: 1.0046 - dice_coefficient: 0.5260
Epoch 3: loss did not improve from 0.57634
361/400 [==========================>...] - ETA: 22s - loss: 1.0039 - dice_coefficient: 0.5260
Epoch 3: loss did not improve from 0.57634
362/400 [==========================>...] - ETA: 21s - loss: 1.0029 - dice_coefficient: 0.5263
Epoch 3: loss did not improve from 0.57634
363/400 [==========================>...] - ETA: 21s - loss: 1.0025 - dice_coefficient: 0.5264
Epoch 3: loss did not improve from 0.57634
364/400 [==========================>...] - ETA: 20s - loss: 1.0028 - dice_coefficient: 0.5259
Epoch 3: loss did not improve from 0.57634
365/400 [==========================>...] - ETA: 20s - loss: 1.0024 - dice_coefficient: 0.5259
Epoch 3: loss did not improve from 0.57634
366/400 [==========================>...] - ETA: 19s - loss: 1.0008 - dice_coefficient: 0.5266
Epoch 3: loss did not improve from 0.57634
367/400 [==========================>...] - ETA: 18s - loss: 0.9995 - dice_coefficient: 0.5272
Epoch 3: loss did not improve from 0.57634
368/400 [==========================>...] - ETA: 18s - loss: 1.0000 - dice_coefficient: 0.5268
Epoch 3: loss did not improve from 0.57634
369/400 [==========================>...] - ETA: 17s - loss: 0.9995 - dice_coefficient: 0.5269
Epoch 3: loss did not improve from 0.57634
370/400 [==========================>...] - ETA: 17s - loss: 0.9988 - dice_coefficient: 0.5272
Epoch 3: loss did not improve from 0.57634
371/400 [==========================>...] - ETA: 16s - loss: 0.9991 - dice_coefficient: 0.5269
Epoch 3: loss did not improve from 0.57634
372/400 [==========================>...] - ETA: 16s - loss: 0.9992 - dice_coefficient: 0.5267
Epoch 3: loss did not improve from 0.57634
373/400 [==========================>...] - ETA: 15s - loss: 0.9980 - dice_coefficient: 0.5274
Epoch 3: loss did not improve from 0.57634
374/400 [===========================>..] - ETA: 14s - loss: 0.9982 - dice_coefficient: 0.5271
Epoch 3: loss did not improve from 0.57634
375/400 [===========================>..] - ETA: 14s - loss: 0.9974 - dice_coefficient: 0.5274
Epoch 3: loss did not improve from 0.57634
376/400 [===========================>..] - ETA: 13s - loss: 0.9966 - dice_coefficient: 0.5277
Epoch 3: loss did not improve from 0.57634
377/400 [===========================>..] - ETA: 13s - loss: 0.9958 - dice_coefficient: 0.5278
Epoch 3: loss did not improve from 0.57634
378/400 [===========================>..] - ETA: 12s - loss: 0.9960 - dice_coefficient: 0.5277
Epoch 3: loss did not improve from 0.57634
379/400 [===========================>..] - ETA: 12s - loss: 0.9960 - dice_coefficient: 0.5275
Epoch 3: loss did not improve from 0.57634
380/400 [===========================>..] - ETA: 11s - loss: 0.9959 - dice_coefficient: 0.5276
Epoch 3: loss did not improve from 0.57634
381/400 [===========================>..] - ETA: 10s - loss: 0.9958 - dice_coefficient: 0.5274
Epoch 3: loss did not improve from 0.57634
382/400 [===========================>..] - ETA: 10s - loss: 0.9950 - dice_coefficient: 0.5276
Epoch 3: loss did not improve from 0.57634
383/400 [===========================>..] - ETA: 9s - loss: 0.9939 - dice_coefficient: 0.5280 
Epoch 3: loss did not improve from 0.57634
384/400 [===========================>..] - ETA: 9s - loss: 0.9930 - dice_coefficient: 0.5283
Epoch 3: loss did not improve from 0.57634
385/400 [===========================>..] - ETA: 8s - loss: 0.9924 - dice_coefficient: 0.5283
Epoch 3: loss did not improve from 0.57634
386/400 [===========================>..] - ETA: 8s - loss: 0.9926 - dice_coefficient: 0.5279
Epoch 3: loss did not improve from 0.57634
387/400 [============================>.] - ETA: 7s - loss: 0.9930 - dice_coefficient: 0.5276
Epoch 3: loss did not improve from 0.57634
388/400 [============================>.] - ETA: 6s - loss: 0.9959 - dice_coefficient: 0.5267
Epoch 3: loss did not improve from 0.57634
389/400 [============================>.] - ETA: 6s - loss: 0.9964 - dice_coefficient: 0.5262
Epoch 3: loss did not improve from 0.57634
390/400 [============================>.] - ETA: 5s - loss: 0.9961 - dice_coefficient: 0.5262
Epoch 3: loss did not improve from 0.57634
391/400 [============================>.] - ETA: 5s - loss: 0.9950 - dice_coefficient: 0.5265
Epoch 3: loss did not improve from 0.57634
392/400 [============================>.] - ETA: 4s - loss: 0.9944 - dice_coefficient: 0.5266
Epoch 3: loss did not improve from 0.57634
393/400 [============================>.] - ETA: 4s - loss: 0.9935 - dice_coefficient: 0.5269
Epoch 3: loss did not improve from 0.57634
394/400 [============================>.] - ETA: 3s - loss: 0.9947 - dice_coefficient: 0.5263
Epoch 3: loss did not improve from 0.57634
395/400 [============================>.] - ETA: 2s - loss: 0.9941 - dice_coefficient: 0.5262
Epoch 3: loss did not improve from 0.57634
396/400 [============================>.] - ETA: 2s - loss: 0.9936 - dice_coefficient: 0.5264
Epoch 3: loss did not improve from 0.57634
397/400 [============================>.] - ETA: 1s - loss: 0.9927 - dice_coefficient: 0.5266
Epoch 3: loss did not improve from 0.57634
398/400 [============================>.] - ETA: 1s - loss: 0.9941 - dice_coefficient: 0.5260
Epoch 3: loss did not improve from 0.57634
399/400 [============================>.] - ETA: 0s - loss: 0.9936 - dice_coefficient: 0.5261
Epoch 3: loss did not improve from 0.57634
400/400 [==============================] - 231s 578ms/step - loss: 0.9925 - dice_coefficient: 0.5266 - val_loss: 1.1226 - val_dice_coefficient: 0.4791 - lr: 1.0000e-04
Epoch 4/30

Epoch 4: loss did not improve from 0.57634
  1/400 [..............................] - ETA: 3:46 - loss: 1.0575 - dice_coefficient: 0.4271
Epoch 4: loss did not improve from 0.57634
  2/400 [..............................] - ETA: 3:48 - loss: 0.8929 - dice_coefficient: 0.5061
Epoch 4: loss did not improve from 0.57634
  3/400 [..............................] - ETA: 3:46 - loss: 0.8181 - dice_coefficient: 0.5374
Epoch 4: loss did not improve from 0.57634
  4/400 [..............................] - ETA: 3:46 - loss: 1.0695 - dice_coefficient: 0.4555
Epoch 4: loss did not improve from 0.57634
  5/400 [..............................] - ETA: 3:46 - loss: 1.0637 - dice_coefficient: 0.4486
Epoch 4: loss did not improve from 0.57634
  6/400 [..............................] - ETA: 3:45 - loss: 1.0245 - dice_coefficient: 0.4596
Epoch 4: loss did not improve from 0.57634
  7/400 [..............................] - ETA: 3:45 - loss: 0.9730 - dice_coefficient: 0.4766
Epoch 4: loss did not improve from 0.57634
  8/400 [..............................] - ETA: 3:44 - loss: 0.9336 - dice_coefficient: 0.4933
Epoch 4: loss did not improve from 0.57634
  9/400 [..............................] - ETA: 3:44 - loss: 0.8846 - dice_coefficient: 0.5128
Epoch 4: loss did not improve from 0.57634
 10/400 [..............................] - ETA: 3:43 - loss: 0.8602 - dice_coefficient: 0.5209
Epoch 4: loss did not improve from 0.57634
 11/400 [..............................] - ETA: 3:45 - loss: 0.8454 - dice_coefficient: 0.5359
Epoch 4: loss did not improve from 0.57634
 12/400 [..............................] - ETA: 3:45 - loss: 0.8121 - dice_coefficient: 0.5505
Epoch 4: loss did not improve from 0.57634
 13/400 [..............................] - ETA: 3:44 - loss: 0.7915 - dice_coefficient: 0.5601
Epoch 4: loss did not improve from 0.57634
 14/400 [>.............................] - ETA: 3:43 - loss: 0.8423 - dice_coefficient: 0.5405
Epoch 4: loss did not improve from 0.57634
 15/400 [>.............................] - ETA: 3:42 - loss: 0.8291 - dice_coefficient: 0.5454
Epoch 4: loss did not improve from 0.57634
 16/400 [>.............................] - ETA: 3:42 - loss: 0.8769 - dice_coefficient: 0.5284
Epoch 4: loss did not improve from 0.57634
 17/400 [>.............................] - ETA: 3:41 - loss: 0.9127 - dice_coefficient: 0.5135
Epoch 4: loss did not improve from 0.57634
 18/400 [>.............................] - ETA: 3:40 - loss: 0.9793 - dice_coefficient: 0.4933
Epoch 4: loss did not improve from 0.57634
 19/400 [>.............................] - ETA: 3:39 - loss: 0.9563 - dice_coefficient: 0.5032
Epoch 4: loss did not improve from 0.57634
 20/400 [>.............................] - ETA: 3:39 - loss: 0.9958 - dice_coefficient: 0.4887
Epoch 4: loss did not improve from 0.57634
 21/400 [>.............................] - ETA: 3:38 - loss: 0.9678 - dice_coefficient: 0.4996
Epoch 4: loss did not improve from 0.57634
 22/400 [>.............................] - ETA: 3:38 - loss: 0.9687 - dice_coefficient: 0.4966
Epoch 4: loss did not improve from 0.57634
 23/400 [>.............................] - ETA: 3:37 - loss: 0.9426 - dice_coefficient: 0.5093
Epoch 4: loss did not improve from 0.57634
 24/400 [>.............................] - ETA: 3:36 - loss: 0.9250 - dice_coefficient: 0.5156
Epoch 4: loss did not improve from 0.57634
 25/400 [>.............................] - ETA: 3:36 - loss: 0.9113 - dice_coefficient: 0.5205
Epoch 4: loss did not improve from 0.57634
 26/400 [>.............................] - ETA: 3:35 - loss: 0.8964 - dice_coefficient: 0.5274
Epoch 4: loss did not improve from 0.57634
 27/400 [=>............................] - ETA: 3:35 - loss: 0.8794 - dice_coefficient: 0.5346
Epoch 4: loss did not improve from 0.57634
 28/400 [=>............................] - ETA: 3:34 - loss: 0.8645 - dice_coefficient: 0.5416
Epoch 4: loss did not improve from 0.57634
 29/400 [=>............................] - ETA: 3:33 - loss: 0.8525 - dice_coefficient: 0.5458
Epoch 4: loss did not improve from 0.57634
 30/400 [=>............................] - ETA: 3:33 - loss: 0.8377 - dice_coefficient: 0.5517
Epoch 4: loss did not improve from 0.57634
 31/400 [=>............................] - ETA: 3:32 - loss: 0.8252 - dice_coefficient: 0.5571
Epoch 4: loss did not improve from 0.57634
 32/400 [=>............................] - ETA: 3:31 - loss: 0.8148 - dice_coefficient: 0.5607
Epoch 4: loss did not improve from 0.57634
 33/400 [=>............................] - ETA: 3:31 - loss: 0.8086 - dice_coefficient: 0.5636
Epoch 4: loss did not improve from 0.57634
 34/400 [=>............................] - ETA: 3:30 - loss: 0.7967 - dice_coefficient: 0.5699
Epoch 4: loss did not improve from 0.57634
 35/400 [=>............................] - ETA: 3:30 - loss: 0.8316 - dice_coefficient: 0.5586
Epoch 4: loss did not improve from 0.57634
 36/400 [=>............................] - ETA: 3:29 - loss: 0.8231 - dice_coefficient: 0.5627
Epoch 4: loss did not improve from 0.57634
 37/400 [=>............................] - ETA: 3:28 - loss: 0.8245 - dice_coefficient: 0.5613
Epoch 4: loss did not improve from 0.57634
 38/400 [=>............................] - ETA: 3:28 - loss: 0.8177 - dice_coefficient: 0.5639
Epoch 4: loss did not improve from 0.57634
 39/400 [=>............................] - ETA: 3:27 - loss: 0.8562 - dice_coefficient: 0.5528
Epoch 4: loss did not improve from 0.57634
 40/400 [==>...........................] - ETA: 3:27 - loss: 0.8454 - dice_coefficient: 0.5588
Epoch 4: loss did not improve from 0.57634
 41/400 [==>...........................] - ETA: 3:26 - loss: 0.8363 - dice_coefficient: 0.5636
Epoch 4: loss did not improve from 0.57634
 42/400 [==>...........................] - ETA: 3:25 - loss: 0.8476 - dice_coefficient: 0.5575
Epoch 4: loss did not improve from 0.57634
 43/400 [==>...........................] - ETA: 3:25 - loss: 0.8875 - dice_coefficient: 0.5473
Epoch 4: loss did not improve from 0.57634
 44/400 [==>...........................] - ETA: 3:24 - loss: 0.8875 - dice_coefficient: 0.5466
Epoch 4: loss did not improve from 0.57634
 45/400 [==>...........................] - ETA: 3:24 - loss: 0.8815 - dice_coefficient: 0.5487
Epoch 4: loss did not improve from 0.57634
 46/400 [==>...........................] - ETA: 3:23 - loss: 0.8706 - dice_coefficient: 0.5537
Epoch 4: loss did not improve from 0.57634
 47/400 [==>...........................] - ETA: 3:23 - loss: 0.8836 - dice_coefficient: 0.5482
Epoch 4: loss did not improve from 0.57634
 48/400 [==>...........................] - ETA: 3:22 - loss: 0.8739 - dice_coefficient: 0.5520
Epoch 4: loss did not improve from 0.57634
 49/400 [==>...........................] - ETA: 3:21 - loss: 0.8670 - dice_coefficient: 0.5549
Epoch 4: loss did not improve from 0.57634
 50/400 [==>...........................] - ETA: 3:21 - loss: 0.8577 - dice_coefficient: 0.5589
Epoch 4: loss did not improve from 0.57634
 51/400 [==>...........................] - ETA: 3:21 - loss: 0.8520 - dice_coefficient: 0.5608
Epoch 4: loss did not improve from 0.57634
 52/400 [==>...........................] - ETA: 3:20 - loss: 0.8647 - dice_coefficient: 0.5548
Epoch 4: loss did not improve from 0.57634
 53/400 [==>...........................] - ETA: 3:20 - loss: 0.8729 - dice_coefficient: 0.5502
Epoch 4: loss did not improve from 0.57634
 54/400 [===>..........................] - ETA: 3:19 - loss: 0.8661 - dice_coefficient: 0.5529
Epoch 4: loss did not improve from 0.57634
 55/400 [===>..........................] - ETA: 3:18 - loss: 0.8592 - dice_coefficient: 0.5556
Epoch 4: loss did not improve from 0.57634
 56/400 [===>..........................] - ETA: 3:18 - loss: 0.8639 - dice_coefficient: 0.5535
Epoch 4: loss did not improve from 0.57634
 57/400 [===>..........................] - ETA: 3:17 - loss: 0.8595 - dice_coefficient: 0.5542
Epoch 4: loss did not improve from 0.57634
 58/400 [===>..........................] - ETA: 3:16 - loss: 0.8564 - dice_coefficient: 0.5555
Epoch 4: loss did not improve from 0.57634
 59/400 [===>..........................] - ETA: 3:16 - loss: 0.8494 - dice_coefficient: 0.5585
Epoch 4: loss did not improve from 0.57634
 60/400 [===>..........................] - ETA: 3:15 - loss: 0.8609 - dice_coefficient: 0.5534
Epoch 4: loss did not improve from 0.57634
 61/400 [===>..........................] - ETA: 3:14 - loss: 0.8565 - dice_coefficient: 0.5567
Epoch 4: loss did not improve from 0.57634
 62/400 [===>..........................] - ETA: 3:14 - loss: 0.8497 - dice_coefficient: 0.5608
Epoch 4: loss did not improve from 0.57634
 63/400 [===>..........................] - ETA: 3:13 - loss: 0.8635 - dice_coefficient: 0.5552
Epoch 4: loss did not improve from 0.57634
 64/400 [===>..........................] - ETA: 3:13 - loss: 0.8564 - dice_coefficient: 0.5581
Epoch 4: loss did not improve from 0.57634
 65/400 [===>..........................] - ETA: 3:12 - loss: 0.8476 - dice_coefficient: 0.5622
Epoch 4: loss did not improve from 0.57634
 66/400 [===>..........................] - ETA: 3:11 - loss: 0.8430 - dice_coefficient: 0.5637
Epoch 4: loss did not improve from 0.57634
 67/400 [====>.........................] - ETA: 3:11 - loss: 0.8363 - dice_coefficient: 0.5669
Epoch 4: loss did not improve from 0.57634
 68/400 [====>.........................] - ETA: 3:10 - loss: 0.8383 - dice_coefficient: 0.5652
Epoch 4: loss did not improve from 0.57634
 69/400 [====>.........................] - ETA: 3:10 - loss: 0.8321 - dice_coefficient: 0.5678
Epoch 4: loss did not improve from 0.57634
 70/400 [====>.........................] - ETA: 3:09 - loss: 0.8378 - dice_coefficient: 0.5645
Epoch 4: loss did not improve from 0.57634
 71/400 [====>.........................] - ETA: 3:08 - loss: 0.8328 - dice_coefficient: 0.5670
Epoch 4: loss did not improve from 0.57634
 72/400 [====>.........................] - ETA: 3:08 - loss: 0.8319 - dice_coefficient: 0.5668
Epoch 4: loss did not improve from 0.57634
 73/400 [====>.........................] - ETA: 3:07 - loss: 0.8364 - dice_coefficient: 0.5641
Epoch 4: loss did not improve from 0.57634
 74/400 [====>.........................] - ETA: 3:07 - loss: 0.8383 - dice_coefficient: 0.5622
Epoch 4: loss did not improve from 0.57634
 75/400 [====>.........................] - ETA: 3:06 - loss: 0.8393 - dice_coefficient: 0.5615
Epoch 4: loss did not improve from 0.57634
 76/400 [====>.........................] - ETA: 3:05 - loss: 0.8368 - dice_coefficient: 0.5616
Epoch 4: loss did not improve from 0.57634
 77/400 [====>.........................] - ETA: 3:05 - loss: 0.8333 - dice_coefficient: 0.5641
Epoch 4: loss did not improve from 0.57634
 78/400 [====>.........................] - ETA: 3:04 - loss: 0.8290 - dice_coefficient: 0.5657
Epoch 4: loss did not improve from 0.57634
 79/400 [====>.........................] - ETA: 3:03 - loss: 0.8279 - dice_coefficient: 0.5659
Epoch 4: loss did not improve from 0.57634
 80/400 [=====>........................] - ETA: 3:03 - loss: 0.8302 - dice_coefficient: 0.5644
Epoch 4: loss did not improve from 0.57634
 81/400 [=====>........................] - ETA: 3:02 - loss: 0.8261 - dice_coefficient: 0.5667
Epoch 4: loss did not improve from 0.57634
 82/400 [=====>........................] - ETA: 3:02 - loss: 0.8237 - dice_coefficient: 0.5677
Epoch 4: loss did not improve from 0.57634
 83/400 [=====>........................] - ETA: 3:01 - loss: 0.8188 - dice_coefficient: 0.5702
Epoch 4: loss did not improve from 0.57634
 84/400 [=====>........................] - ETA: 3:00 - loss: 0.8200 - dice_coefficient: 0.5689
Epoch 4: loss did not improve from 0.57634
 85/400 [=====>........................] - ETA: 3:00 - loss: 0.8141 - dice_coefficient: 0.5726
Epoch 4: loss did not improve from 0.57634
 86/400 [=====>........................] - ETA: 2:59 - loss: 0.8102 - dice_coefficient: 0.5744
Epoch 4: loss did not improve from 0.57634
 87/400 [=====>........................] - ETA: 2:59 - loss: 0.8092 - dice_coefficient: 0.5770
Epoch 4: loss did not improve from 0.57634
 88/400 [=====>........................] - ETA: 2:58 - loss: 0.8099 - dice_coefficient: 0.5758
Epoch 4: loss did not improve from 0.57634
 89/400 [=====>........................] - ETA: 2:57 - loss: 0.8123 - dice_coefficient: 0.5737
Epoch 4: loss did not improve from 0.57634
 90/400 [=====>........................] - ETA: 2:57 - loss: 0.8114 - dice_coefficient: 0.5735
Epoch 4: loss did not improve from 0.57634
 91/400 [=====>........................] - ETA: 2:56 - loss: 0.8062 - dice_coefficient: 0.5766
Epoch 4: loss did not improve from 0.57634
 92/400 [=====>........................] - ETA: 2:56 - loss: 0.8036 - dice_coefficient: 0.5773
Epoch 4: loss did not improve from 0.57634
 93/400 [=====>........................] - ETA: 2:55 - loss: 0.8011 - dice_coefficient: 0.5777
Epoch 4: loss did not improve from 0.57634
 94/400 [======>.......................] - ETA: 2:54 - loss: 0.7973 - dice_coefficient: 0.5793
Epoch 4: loss did not improve from 0.57634
 95/400 [======>.......................] - ETA: 2:54 - loss: 0.7941 - dice_coefficient: 0.5810
Epoch 4: loss did not improve from 0.57634
 96/400 [======>.......................] - ETA: 2:53 - loss: 0.7962 - dice_coefficient: 0.5794
Epoch 4: loss did not improve from 0.57634
 97/400 [======>.......................] - ETA: 2:53 - loss: 0.7947 - dice_coefficient: 0.5793
Epoch 4: loss did not improve from 0.57634
 98/400 [======>.......................] - ETA: 2:52 - loss: 0.7907 - dice_coefficient: 0.5815
Epoch 4: loss did not improve from 0.57634
 99/400 [======>.......................] - ETA: 2:51 - loss: 0.7959 - dice_coefficient: 0.5787
Epoch 4: loss did not improve from 0.57634
100/400 [======>.......................] - ETA: 2:51 - loss: 0.8006 - dice_coefficient: 0.5762
Epoch 4: loss did not improve from 0.57634
101/400 [======>.......................] - ETA: 2:50 - loss: 0.7956 - dice_coefficient: 0.5790
Epoch 4: loss did not improve from 0.57634
102/400 [======>.......................] - ETA: 2:50 - loss: 0.7952 - dice_coefficient: 0.5784
Epoch 4: loss did not improve from 0.57634
103/400 [======>.......................] - ETA: 2:49 - loss: 0.8002 - dice_coefficient: 0.5758
Epoch 4: loss did not improve from 0.57634
104/400 [======>.......................] - ETA: 2:49 - loss: 0.7998 - dice_coefficient: 0.5754
Epoch 4: loss did not improve from 0.57634
105/400 [======>.......................] - ETA: 2:48 - loss: 0.7963 - dice_coefficient: 0.5767
Epoch 4: loss did not improve from 0.57634
106/400 [======>.......................] - ETA: 2:47 - loss: 0.7914 - dice_coefficient: 0.5794
Epoch 4: loss did not improve from 0.57634
107/400 [=======>......................] - ETA: 2:47 - loss: 0.7912 - dice_coefficient: 0.5788
Epoch 4: loss did not improve from 0.57634
108/400 [=======>......................] - ETA: 2:46 - loss: 0.7905 - dice_coefficient: 0.5788
Epoch 4: loss did not improve from 0.57634
109/400 [=======>......................] - ETA: 2:46 - loss: 0.7881 - dice_coefficient: 0.5802
Epoch 4: loss did not improve from 0.57634
110/400 [=======>......................] - ETA: 2:45 - loss: 0.7967 - dice_coefficient: 0.5769
Epoch 4: loss did not improve from 0.57634
111/400 [=======>......................] - ETA: 2:44 - loss: 0.7960 - dice_coefficient: 0.5768
Epoch 4: loss did not improve from 0.57634
112/400 [=======>......................] - ETA: 2:44 - loss: 0.8061 - dice_coefficient: 0.5733
Epoch 4: loss did not improve from 0.57634
113/400 [=======>......................] - ETA: 2:43 - loss: 0.8026 - dice_coefficient: 0.5751
Epoch 4: loss did not improve from 0.57634
114/400 [=======>......................] - ETA: 2:43 - loss: 0.8067 - dice_coefficient: 0.5730
Epoch 4: loss did not improve from 0.57634
115/400 [=======>......................] - ETA: 2:42 - loss: 0.8019 - dice_coefficient: 0.5754
Epoch 4: loss did not improve from 0.57634
116/400 [=======>......................] - ETA: 2:41 - loss: 0.8051 - dice_coefficient: 0.5735
Epoch 4: loss did not improve from 0.57634
117/400 [=======>......................] - ETA: 2:41 - loss: 0.8126 - dice_coefficient: 0.5705
Epoch 4: loss did not improve from 0.57634
118/400 [=======>......................] - ETA: 2:40 - loss: 0.8147 - dice_coefficient: 0.5690
Epoch 4: loss did not improve from 0.57634
119/400 [=======>......................] - ETA: 2:40 - loss: 0.8103 - dice_coefficient: 0.5712
Epoch 4: loss did not improve from 0.57634
120/400 [========>.....................] - ETA: 2:39 - loss: 0.8087 - dice_coefficient: 0.5720
Epoch 4: loss did not improve from 0.57634
121/400 [========>.....................] - ETA: 2:39 - loss: 0.8175 - dice_coefficient: 0.5689
Epoch 4: loss did not improve from 0.57634
122/400 [========>.....................] - ETA: 2:38 - loss: 0.8190 - dice_coefficient: 0.5678
Epoch 4: loss did not improve from 0.57634
123/400 [========>.....................] - ETA: 2:37 - loss: 0.8172 - dice_coefficient: 0.5684
Epoch 4: loss did not improve from 0.57634
124/400 [========>.....................] - ETA: 2:37 - loss: 0.8169 - dice_coefficient: 0.5682
Epoch 4: loss did not improve from 0.57634
125/400 [========>.....................] - ETA: 2:36 - loss: 0.8154 - dice_coefficient: 0.5687
Epoch 4: loss did not improve from 0.57634
126/400 [========>.....................] - ETA: 2:36 - loss: 0.8133 - dice_coefficient: 0.5695
Epoch 4: loss did not improve from 0.57634
127/400 [========>.....................] - ETA: 2:35 - loss: 0.8117 - dice_coefficient: 0.5699
Epoch 4: loss did not improve from 0.57634
128/400 [========>.....................] - ETA: 2:35 - loss: 0.8096 - dice_coefficient: 0.5703
Epoch 4: loss did not improve from 0.57634
129/400 [========>.....................] - ETA: 2:34 - loss: 0.8094 - dice_coefficient: 0.5699
Epoch 4: loss did not improve from 0.57634
130/400 [========>.....................] - ETA: 2:33 - loss: 0.8068 - dice_coefficient: 0.5711
Epoch 4: loss did not improve from 0.57634
131/400 [========>.....................] - ETA: 2:33 - loss: 0.8066 - dice_coefficient: 0.5705
Epoch 4: loss did not improve from 0.57634
132/400 [========>.....................] - ETA: 2:32 - loss: 0.8036 - dice_coefficient: 0.5718
Epoch 4: loss did not improve from 0.57634
133/400 [========>.....................] - ETA: 2:32 - loss: 0.7997 - dice_coefficient: 0.5738
Epoch 4: loss did not improve from 0.57634
134/400 [=========>....................] - ETA: 2:31 - loss: 0.7980 - dice_coefficient: 0.5746
Epoch 4: loss did not improve from 0.57634
135/400 [=========>....................] - ETA: 2:30 - loss: 0.7968 - dice_coefficient: 0.5747
Epoch 4: loss did not improve from 0.57634
136/400 [=========>....................] - ETA: 2:30 - loss: 0.7958 - dice_coefficient: 0.5750
Epoch 4: loss did not improve from 0.57634
137/400 [=========>....................] - ETA: 2:29 - loss: 0.7978 - dice_coefficient: 0.5739
Epoch 4: loss did not improve from 0.57634
138/400 [=========>....................] - ETA: 2:29 - loss: 0.8074 - dice_coefficient: 0.5709
Epoch 4: loss did not improve from 0.57634
139/400 [=========>....................] - ETA: 2:28 - loss: 0.8180 - dice_coefficient: 0.5677
Epoch 4: loss did not improve from 0.57634
140/400 [=========>....................] - ETA: 2:28 - loss: 0.8148 - dice_coefficient: 0.5691
Epoch 4: loss did not improve from 0.57634
141/400 [=========>....................] - ETA: 2:27 - loss: 0.8115 - dice_coefficient: 0.5710
Epoch 4: loss did not improve from 0.57634
142/400 [=========>....................] - ETA: 2:26 - loss: 0.8198 - dice_coefficient: 0.5682
Epoch 4: loss did not improve from 0.57634
143/400 [=========>....................] - ETA: 2:26 - loss: 0.8175 - dice_coefficient: 0.5688
Epoch 4: loss did not improve from 0.57634
144/400 [=========>....................] - ETA: 2:25 - loss: 0.8154 - dice_coefficient: 0.5696
Epoch 4: loss did not improve from 0.57634
145/400 [=========>....................] - ETA: 2:25 - loss: 0.8136 - dice_coefficient: 0.5702
Epoch 4: loss did not improve from 0.57634
146/400 [=========>....................] - ETA: 2:24 - loss: 0.8232 - dice_coefficient: 0.5672
Epoch 4: loss did not improve from 0.57634
147/400 [==========>...................] - ETA: 2:23 - loss: 0.8271 - dice_coefficient: 0.5653
Epoch 4: loss did not improve from 0.57634
148/400 [==========>...................] - ETA: 2:23 - loss: 0.8263 - dice_coefficient: 0.5665
Epoch 4: loss did not improve from 0.57634
149/400 [==========>...................] - ETA: 2:22 - loss: 0.8224 - dice_coefficient: 0.5683
Epoch 4: loss did not improve from 0.57634
150/400 [==========>...................] - ETA: 2:22 - loss: 0.8191 - dice_coefficient: 0.5702
Epoch 4: loss did not improve from 0.57634
151/400 [==========>...................] - ETA: 2:21 - loss: 0.8172 - dice_coefficient: 0.5707
Epoch 4: loss did not improve from 0.57634
152/400 [==========>...................] - ETA: 2:21 - loss: 0.8158 - dice_coefficient: 0.5717
Epoch 4: loss did not improve from 0.57634
153/400 [==========>...................] - ETA: 2:20 - loss: 0.8138 - dice_coefficient: 0.5724
Epoch 4: loss did not improve from 0.57634
154/400 [==========>...................] - ETA: 2:20 - loss: 0.8135 - dice_coefficient: 0.5720
Epoch 4: loss did not improve from 0.57634
155/400 [==========>...................] - ETA: 2:19 - loss: 0.8118 - dice_coefficient: 0.5726
Epoch 4: loss did not improve from 0.57634
156/400 [==========>...................] - ETA: 2:18 - loss: 0.8103 - dice_coefficient: 0.5731
Epoch 4: loss did not improve from 0.57634
157/400 [==========>...................] - ETA: 2:18 - loss: 0.8157 - dice_coefficient: 0.5710
Epoch 4: loss did not improve from 0.57634
158/400 [==========>...................] - ETA: 2:17 - loss: 0.8190 - dice_coefficient: 0.5694
Epoch 4: loss did not improve from 0.57634
159/400 [==========>...................] - ETA: 2:17 - loss: 0.8219 - dice_coefficient: 0.5680
Epoch 4: loss did not improve from 0.57634
160/400 [===========>..................] - ETA: 2:16 - loss: 0.8195 - dice_coefficient: 0.5691
Epoch 4: loss did not improve from 0.57634
161/400 [===========>..................] - ETA: 2:16 - loss: 0.8176 - dice_coefficient: 0.5699
Epoch 4: loss did not improve from 0.57634
162/400 [===========>..................] - ETA: 2:15 - loss: 0.8162 - dice_coefficient: 0.5702
Epoch 4: loss did not improve from 0.57634
163/400 [===========>..................] - ETA: 2:14 - loss: 0.8197 - dice_coefficient: 0.5685
Epoch 4: loss did not improve from 0.57634
164/400 [===========>..................] - ETA: 2:14 - loss: 0.8199 - dice_coefficient: 0.5682
Epoch 4: loss did not improve from 0.57634
165/400 [===========>..................] - ETA: 2:13 - loss: 0.8257 - dice_coefficient: 0.5660
Epoch 4: loss did not improve from 0.57634
166/400 [===========>..................] - ETA: 2:13 - loss: 0.8265 - dice_coefficient: 0.5652
Epoch 4: loss did not improve from 0.57634
167/400 [===========>..................] - ETA: 2:12 - loss: 0.8243 - dice_coefficient: 0.5670
Epoch 4: loss did not improve from 0.57634
168/400 [===========>..................] - ETA: 2:12 - loss: 0.8226 - dice_coefficient: 0.5677
Epoch 4: loss did not improve from 0.57634
169/400 [===========>..................] - ETA: 2:11 - loss: 0.8229 - dice_coefficient: 0.5688
Epoch 4: loss did not improve from 0.57634
170/400 [===========>..................] - ETA: 2:10 - loss: 0.8256 - dice_coefficient: 0.5694
Epoch 4: loss did not improve from 0.57634
171/400 [===========>..................] - ETA: 2:10 - loss: 0.8257 - dice_coefficient: 0.5691
Epoch 4: loss did not improve from 0.57634
172/400 [===========>..................] - ETA: 2:09 - loss: 0.8239 - dice_coefficient: 0.5698
Epoch 4: loss did not improve from 0.57634
173/400 [===========>..................] - ETA: 2:09 - loss: 0.8241 - dice_coefficient: 0.5691
Epoch 4: loss did not improve from 0.57634
174/400 [============>.................] - ETA: 2:08 - loss: 0.8236 - dice_coefficient: 0.5689
Epoch 4: loss did not improve from 0.57634
175/400 [============>.................] - ETA: 2:08 - loss: 0.8246 - dice_coefficient: 0.5680
Epoch 4: loss did not improve from 0.57634
176/400 [============>.................] - ETA: 2:07 - loss: 0.8217 - dice_coefficient: 0.5697
Epoch 4: loss did not improve from 0.57634
177/400 [============>.................] - ETA: 2:06 - loss: 0.8212 - dice_coefficient: 0.5697
Epoch 4: loss did not improve from 0.57634
178/400 [============>.................] - ETA: 2:06 - loss: 0.8222 - dice_coefficient: 0.5694
Epoch 4: loss did not improve from 0.57634
179/400 [============>.................] - ETA: 2:05 - loss: 0.8215 - dice_coefficient: 0.5701
Epoch 4: loss did not improve from 0.57634
180/400 [============>.................] - ETA: 2:05 - loss: 0.8198 - dice_coefficient: 0.5707
Epoch 4: loss did not improve from 0.57634
181/400 [============>.................] - ETA: 2:04 - loss: 0.8201 - dice_coefficient: 0.5703
Epoch 4: loss did not improve from 0.57634
182/400 [============>.................] - ETA: 2:04 - loss: 0.8269 - dice_coefficient: 0.5680
Epoch 4: loss did not improve from 0.57634
183/400 [============>.................] - ETA: 2:03 - loss: 0.8248 - dice_coefficient: 0.5692
Epoch 4: loss did not improve from 0.57634
184/400 [============>.................] - ETA: 2:02 - loss: 0.8243 - dice_coefficient: 0.5694
Epoch 4: loss did not improve from 0.57634
185/400 [============>.................] - ETA: 2:02 - loss: 0.8258 - dice_coefficient: 0.5683
Epoch 4: loss did not improve from 0.57634
186/400 [============>.................] - ETA: 2:01 - loss: 0.8251 - dice_coefficient: 0.5695
Epoch 4: loss did not improve from 0.57634
187/400 [=============>................] - ETA: 2:01 - loss: 0.8241 - dice_coefficient: 0.5698
Epoch 4: loss did not improve from 0.57634
188/400 [=============>................] - ETA: 2:00 - loss: 0.8234 - dice_coefficient: 0.5709
Epoch 4: loss did not improve from 0.57634
189/400 [=============>................] - ETA: 2:00 - loss: 0.8251 - dice_coefficient: 0.5697
Epoch 4: loss did not improve from 0.57634
190/400 [=============>................] - ETA: 1:59 - loss: 0.8227 - dice_coefficient: 0.5708
Epoch 4: loss did not improve from 0.57634
191/400 [=============>................] - ETA: 1:58 - loss: 0.8219 - dice_coefficient: 0.5707
Epoch 4: loss did not improve from 0.57634
192/400 [=============>................] - ETA: 1:58 - loss: 0.8191 - dice_coefficient: 0.5720
Epoch 4: loss did not improve from 0.57634
193/400 [=============>................] - ETA: 1:57 - loss: 0.8192 - dice_coefficient: 0.5716
Epoch 4: loss did not improve from 0.57634
194/400 [=============>................] - ETA: 1:57 - loss: 0.8204 - dice_coefficient: 0.5715
Epoch 4: loss did not improve from 0.57634
195/400 [=============>................] - ETA: 1:56 - loss: 0.8207 - dice_coefficient: 0.5710
Epoch 4: loss did not improve from 0.57634
196/400 [=============>................] - ETA: 1:56 - loss: 0.8240 - dice_coefficient: 0.5695
Epoch 4: loss did not improve from 0.57634
197/400 [=============>................] - ETA: 1:55 - loss: 0.8258 - dice_coefficient: 0.5691
Epoch 4: loss did not improve from 0.57634
198/400 [=============>................] - ETA: 1:54 - loss: 0.8266 - dice_coefficient: 0.5686
Epoch 4: loss did not improve from 0.57634
199/400 [=============>................] - ETA: 1:54 - loss: 0.8283 - dice_coefficient: 0.5676
Epoch 4: loss did not improve from 0.57634
200/400 [==============>...............] - ETA: 1:53 - loss: 0.8295 - dice_coefficient: 0.5669
Epoch 4: loss did not improve from 0.57634
201/400 [==============>...............] - ETA: 1:53 - loss: 0.8280 - dice_coefficient: 0.5674
Epoch 4: loss did not improve from 0.57634
202/400 [==============>...............] - ETA: 1:52 - loss: 0.8270 - dice_coefficient: 0.5680
Epoch 4: loss did not improve from 0.57634
203/400 [==============>...............] - ETA: 1:52 - loss: 0.8264 - dice_coefficient: 0.5684
Epoch 4: loss did not improve from 0.57634
204/400 [==============>...............] - ETA: 1:51 - loss: 0.8246 - dice_coefficient: 0.5692
Epoch 4: loss did not improve from 0.57634
205/400 [==============>...............] - ETA: 1:51 - loss: 0.8232 - dice_coefficient: 0.5700
Epoch 4: loss did not improve from 0.57634
206/400 [==============>...............] - ETA: 1:50 - loss: 0.8219 - dice_coefficient: 0.5703
Epoch 4: loss did not improve from 0.57634
207/400 [==============>...............] - ETA: 1:49 - loss: 0.8203 - dice_coefficient: 0.5712
Epoch 4: loss did not improve from 0.57634
208/400 [==============>...............] - ETA: 1:49 - loss: 0.8309 - dice_coefficient: 0.5687
Epoch 4: loss did not improve from 0.57634
209/400 [==============>...............] - ETA: 1:48 - loss: 0.8295 - dice_coefficient: 0.5692
Epoch 4: loss did not improve from 0.57634
210/400 [==============>...............] - ETA: 1:48 - loss: 0.8293 - dice_coefficient: 0.5690
Epoch 4: loss did not improve from 0.57634
211/400 [==============>...............] - ETA: 1:47 - loss: 0.8291 - dice_coefficient: 0.5686
Epoch 4: loss did not improve from 0.57634
212/400 [==============>...............] - ETA: 1:47 - loss: 0.8280 - dice_coefficient: 0.5696
Epoch 4: loss did not improve from 0.57634
213/400 [==============>...............] - ETA: 1:46 - loss: 0.8266 - dice_coefficient: 0.5704
Epoch 4: loss did not improve from 0.57634
214/400 [===============>..............] - ETA: 1:46 - loss: 0.8263 - dice_coefficient: 0.5712
Epoch 4: loss did not improve from 0.57634
215/400 [===============>..............] - ETA: 1:45 - loss: 0.8241 - dice_coefficient: 0.5723
Epoch 4: loss did not improve from 0.57634
216/400 [===============>..............] - ETA: 1:45 - loss: 0.8228 - dice_coefficient: 0.5727
Epoch 4: loss did not improve from 0.57634
217/400 [===============>..............] - ETA: 1:44 - loss: 0.8209 - dice_coefficient: 0.5735
Epoch 4: loss did not improve from 0.57634
218/400 [===============>..............] - ETA: 1:43 - loss: 0.8194 - dice_coefficient: 0.5740
Epoch 4: loss did not improve from 0.57634
219/400 [===============>..............] - ETA: 1:43 - loss: 0.8179 - dice_coefficient: 0.5746
Epoch 4: loss did not improve from 0.57634
220/400 [===============>..............] - ETA: 1:42 - loss: 0.8163 - dice_coefficient: 0.5753
Epoch 4: loss did not improve from 0.57634
221/400 [===============>..............] - ETA: 1:42 - loss: 0.8155 - dice_coefficient: 0.5755
Epoch 4: loss did not improve from 0.57634
222/400 [===============>..............] - ETA: 1:41 - loss: 0.8145 - dice_coefficient: 0.5758
Epoch 4: loss did not improve from 0.57634
223/400 [===============>..............] - ETA: 1:41 - loss: 0.8138 - dice_coefficient: 0.5761
Epoch 4: loss did not improve from 0.57634
224/400 [===============>..............] - ETA: 1:40 - loss: 0.8147 - dice_coefficient: 0.5758
Epoch 4: loss did not improve from 0.57634
225/400 [===============>..............] - ETA: 1:39 - loss: 0.8138 - dice_coefficient: 0.5762
Epoch 4: loss did not improve from 0.57634
226/400 [===============>..............] - ETA: 1:39 - loss: 0.8119 - dice_coefficient: 0.5771
Epoch 4: loss did not improve from 0.57634
227/400 [================>.............] - ETA: 1:38 - loss: 0.8109 - dice_coefficient: 0.5773
Epoch 4: loss did not improve from 0.57634
228/400 [================>.............] - ETA: 1:38 - loss: 0.8092 - dice_coefficient: 0.5783
Epoch 4: loss did not improve from 0.57634
229/400 [================>.............] - ETA: 1:37 - loss: 0.8102 - dice_coefficient: 0.5775
Epoch 4: loss did not improve from 0.57634
230/400 [================>.............] - ETA: 1:37 - loss: 0.8095 - dice_coefficient: 0.5776
Epoch 4: loss did not improve from 0.57634
231/400 [================>.............] - ETA: 1:36 - loss: 0.8086 - dice_coefficient: 0.5779
Epoch 4: loss did not improve from 0.57634
232/400 [================>.............] - ETA: 1:35 - loss: 0.8080 - dice_coefficient: 0.5780
Epoch 4: loss did not improve from 0.57634
233/400 [================>.............] - ETA: 1:35 - loss: 0.8057 - dice_coefficient: 0.5791
Epoch 4: loss did not improve from 0.57634
234/400 [================>.............] - ETA: 1:34 - loss: 0.8066 - dice_coefficient: 0.5784
Epoch 4: loss did not improve from 0.57634
235/400 [================>.............] - ETA: 1:34 - loss: 0.8103 - dice_coefficient: 0.5771
Epoch 4: loss did not improve from 0.57634
236/400 [================>.............] - ETA: 1:33 - loss: 0.8097 - dice_coefficient: 0.5772
Epoch 4: loss did not improve from 0.57634
237/400 [================>.............] - ETA: 1:33 - loss: 0.8086 - dice_coefficient: 0.5777
Epoch 4: loss did not improve from 0.57634
238/400 [================>.............] - ETA: 1:32 - loss: 0.8066 - dice_coefficient: 0.5785
Epoch 4: loss did not improve from 0.57634
239/400 [================>.............] - ETA: 1:31 - loss: 0.8084 - dice_coefficient: 0.5776
Epoch 4: loss did not improve from 0.57634
240/400 [=================>............] - ETA: 1:31 - loss: 0.8073 - dice_coefficient: 0.5778
Epoch 4: loss did not improve from 0.57634
241/400 [=================>............] - ETA: 1:30 - loss: 0.8063 - dice_coefficient: 0.5782
Epoch 4: loss did not improve from 0.57634
242/400 [=================>............] - ETA: 1:30 - loss: 0.8054 - dice_coefficient: 0.5783
Epoch 4: loss did not improve from 0.57634
243/400 [=================>............] - ETA: 1:29 - loss: 0.8039 - dice_coefficient: 0.5790
Epoch 4: loss did not improve from 0.57634
244/400 [=================>............] - ETA: 1:29 - loss: 0.8030 - dice_coefficient: 0.5793
Epoch 4: loss did not improve from 0.57634
245/400 [=================>............] - ETA: 1:28 - loss: 0.8013 - dice_coefficient: 0.5802
Epoch 4: loss did not improve from 0.57634
246/400 [=================>............] - ETA: 1:27 - loss: 0.8021 - dice_coefficient: 0.5798
Epoch 4: loss did not improve from 0.57634
247/400 [=================>............] - ETA: 1:27 - loss: 0.8052 - dice_coefficient: 0.5786
Epoch 4: loss did not improve from 0.57634
248/400 [=================>............] - ETA: 1:26 - loss: 0.8053 - dice_coefficient: 0.5784
Epoch 4: loss did not improve from 0.57634
249/400 [=================>............] - ETA: 1:26 - loss: 0.8050 - dice_coefficient: 0.5785
Epoch 4: loss did not improve from 0.57634
250/400 [=================>............] - ETA: 1:25 - loss: 0.8050 - dice_coefficient: 0.5783
Epoch 4: loss did not improve from 0.57634
251/400 [=================>............] - ETA: 1:25 - loss: 0.8038 - dice_coefficient: 0.5786
Epoch 4: loss did not improve from 0.57634
252/400 [=================>............] - ETA: 1:24 - loss: 0.8032 - dice_coefficient: 0.5787
Epoch 4: loss did not improve from 0.57634
253/400 [=================>............] - ETA: 1:23 - loss: 0.8022 - dice_coefficient: 0.5789
Epoch 4: loss did not improve from 0.57634
254/400 [==================>...........] - ETA: 1:23 - loss: 0.8022 - dice_coefficient: 0.5790
Epoch 4: loss did not improve from 0.57634
255/400 [==================>...........] - ETA: 1:22 - loss: 0.8032 - dice_coefficient: 0.5783
Epoch 4: loss did not improve from 0.57634
256/400 [==================>...........] - ETA: 1:22 - loss: 0.8023 - dice_coefficient: 0.5787
Epoch 4: loss did not improve from 0.57634
257/400 [==================>...........] - ETA: 1:21 - loss: 0.8013 - dice_coefficient: 0.5789
Epoch 4: loss did not improve from 0.57634
258/400 [==================>...........] - ETA: 1:21 - loss: 0.8042 - dice_coefficient: 0.5776
Epoch 4: loss did not improve from 0.57634
259/400 [==================>...........] - ETA: 1:20 - loss: 0.8058 - dice_coefficient: 0.5766
Epoch 4: loss did not improve from 0.57634
260/400 [==================>...........] - ETA: 1:19 - loss: 0.8076 - dice_coefficient: 0.5757
Epoch 4: loss did not improve from 0.57634
261/400 [==================>...........] - ETA: 1:19 - loss: 0.8074 - dice_coefficient: 0.5756
Epoch 4: loss did not improve from 0.57634
262/400 [==================>...........] - ETA: 1:18 - loss: 0.8113 - dice_coefficient: 0.5742
Epoch 4: loss did not improve from 0.57634
263/400 [==================>...........] - ETA: 1:18 - loss: 0.8109 - dice_coefficient: 0.5745
Epoch 4: loss did not improve from 0.57634
264/400 [==================>...........] - ETA: 1:17 - loss: 0.8103 - dice_coefficient: 0.5744
Epoch 4: loss did not improve from 0.57634
265/400 [==================>...........] - ETA: 1:17 - loss: 0.8106 - dice_coefficient: 0.5742
Epoch 4: loss did not improve from 0.57634
266/400 [==================>...........] - ETA: 1:16 - loss: 0.8099 - dice_coefficient: 0.5743
Epoch 4: loss did not improve from 0.57634
267/400 [===================>..........] - ETA: 1:15 - loss: 0.8084 - dice_coefficient: 0.5750
Epoch 4: loss did not improve from 0.57634
268/400 [===================>..........] - ETA: 1:15 - loss: 0.8070 - dice_coefficient: 0.5754
Epoch 4: loss did not improve from 0.57634
269/400 [===================>..........] - ETA: 1:14 - loss: 0.8083 - dice_coefficient: 0.5748
Epoch 4: loss did not improve from 0.57634
270/400 [===================>..........] - ETA: 1:14 - loss: 0.8068 - dice_coefficient: 0.5753
Epoch 4: loss did not improve from 0.57634
271/400 [===================>..........] - ETA: 1:13 - loss: 0.8080 - dice_coefficient: 0.5747
Epoch 4: loss did not improve from 0.57634
272/400 [===================>..........] - ETA: 1:13 - loss: 0.8117 - dice_coefficient: 0.5733
Epoch 4: loss did not improve from 0.57634
273/400 [===================>..........] - ETA: 1:12 - loss: 0.8154 - dice_coefficient: 0.5720
Epoch 4: loss did not improve from 0.57634
274/400 [===================>..........] - ETA: 1:11 - loss: 0.8165 - dice_coefficient: 0.5714
Epoch 4: loss did not improve from 0.57634
275/400 [===================>..........] - ETA: 1:11 - loss: 0.8197 - dice_coefficient: 0.5701
Epoch 4: loss did not improve from 0.57634
276/400 [===================>..........] - ETA: 1:10 - loss: 0.8180 - dice_coefficient: 0.5709
Epoch 4: loss did not improve from 0.57634
277/400 [===================>..........] - ETA: 1:10 - loss: 0.8191 - dice_coefficient: 0.5703
Epoch 4: loss did not improve from 0.57634
278/400 [===================>..........] - ETA: 1:09 - loss: 0.8234 - dice_coefficient: 0.5688
Epoch 4: loss did not improve from 0.57634
279/400 [===================>..........] - ETA: 1:09 - loss: 0.8236 - dice_coefficient: 0.5685
Epoch 4: loss did not improve from 0.57634
280/400 [====================>.........] - ETA: 1:08 - loss: 0.8222 - dice_coefficient: 0.5692
Epoch 4: loss did not improve from 0.57634
281/400 [====================>.........] - ETA: 1:07 - loss: 0.8201 - dice_coefficient: 0.5702
Epoch 4: loss did not improve from 0.57634
282/400 [====================>.........] - ETA: 1:07 - loss: 0.8194 - dice_coefficient: 0.5706
Epoch 4: loss did not improve from 0.57634
283/400 [====================>.........] - ETA: 1:06 - loss: 0.8182 - dice_coefficient: 0.5709
Epoch 4: loss did not improve from 0.57634
284/400 [====================>.........] - ETA: 1:06 - loss: 0.8190 - dice_coefficient: 0.5705
Epoch 4: loss did not improve from 0.57634
285/400 [====================>.........] - ETA: 1:05 - loss: 0.8179 - dice_coefficient: 0.5710
Epoch 4: loss did not improve from 0.57634
286/400 [====================>.........] - ETA: 1:05 - loss: 0.8165 - dice_coefficient: 0.5716
Epoch 4: loss did not improve from 0.57634
287/400 [====================>.........] - ETA: 1:04 - loss: 0.8167 - dice_coefficient: 0.5712
Epoch 4: loss did not improve from 0.57634
288/400 [====================>.........] - ETA: 1:03 - loss: 0.8153 - dice_coefficient: 0.5717
Epoch 4: loss did not improve from 0.57634
289/400 [====================>.........] - ETA: 1:03 - loss: 0.8147 - dice_coefficient: 0.5719
Epoch 4: loss did not improve from 0.57634
290/400 [====================>.........] - ETA: 1:02 - loss: 0.8195 - dice_coefficient: 0.5705
Epoch 4: loss did not improve from 0.57634
291/400 [====================>.........] - ETA: 1:02 - loss: 0.8175 - dice_coefficient: 0.5714
Epoch 4: loss did not improve from 0.57634
292/400 [====================>.........] - ETA: 1:01 - loss: 0.8163 - dice_coefficient: 0.5720
Epoch 4: loss did not improve from 0.57634
293/400 [====================>.........] - ETA: 1:01 - loss: 0.8150 - dice_coefficient: 0.5727
Epoch 4: loss did not improve from 0.57634
294/400 [=====================>........] - ETA: 1:00 - loss: 0.8133 - dice_coefficient: 0.5736
Epoch 4: loss did not improve from 0.57634
295/400 [=====================>........] - ETA: 59s - loss: 0.8131 - dice_coefficient: 0.5736 
Epoch 4: loss did not improve from 0.57634
296/400 [=====================>........] - ETA: 59s - loss: 0.8131 - dice_coefficient: 0.5739
Epoch 4: loss did not improve from 0.57634
297/400 [=====================>........] - ETA: 58s - loss: 0.8114 - dice_coefficient: 0.5748
Epoch 4: loss did not improve from 0.57634
298/400 [=====================>........] - ETA: 58s - loss: 0.8119 - dice_coefficient: 0.5744
Epoch 4: loss did not improve from 0.57634
299/400 [=====================>........] - ETA: 57s - loss: 0.8137 - dice_coefficient: 0.5738
Epoch 4: loss did not improve from 0.57634
300/400 [=====================>........] - ETA: 57s - loss: 0.8145 - dice_coefficient: 0.5733
Epoch 4: loss did not improve from 0.57634
301/400 [=====================>........] - ETA: 56s - loss: 0.8145 - dice_coefficient: 0.5731
Epoch 4: loss did not improve from 0.57634
302/400 [=====================>........] - ETA: 55s - loss: 0.8127 - dice_coefficient: 0.5741
Epoch 4: loss did not improve from 0.57634
303/400 [=====================>........] - ETA: 55s - loss: 0.8120 - dice_coefficient: 0.5745
Epoch 4: loss did not improve from 0.57634
304/400 [=====================>........] - ETA: 54s - loss: 0.8116 - dice_coefficient: 0.5744
Epoch 4: loss did not improve from 0.57634
305/400 [=====================>........] - ETA: 54s - loss: 0.8097 - dice_coefficient: 0.5754
Epoch 4: loss did not improve from 0.57634
306/400 [=====================>........] - ETA: 53s - loss: 0.8089 - dice_coefficient: 0.5758
Epoch 4: loss did not improve from 0.57634
307/400 [======================>.......] - ETA: 53s - loss: 0.8098 - dice_coefficient: 0.5752
Epoch 4: loss did not improve from 0.57634
308/400 [======================>.......] - ETA: 52s - loss: 0.8107 - dice_coefficient: 0.5750
Epoch 4: loss did not improve from 0.57634
309/400 [======================>.......] - ETA: 52s - loss: 0.8098 - dice_coefficient: 0.5752
Epoch 4: loss did not improve from 0.57634
310/400 [======================>.......] - ETA: 51s - loss: 0.8099 - dice_coefficient: 0.5751
Epoch 4: loss did not improve from 0.57634
311/400 [======================>.......] - ETA: 50s - loss: 0.8095 - dice_coefficient: 0.5752
Epoch 4: loss did not improve from 0.57634
312/400 [======================>.......] - ETA: 50s - loss: 0.8095 - dice_coefficient: 0.5750
Epoch 4: loss did not improve from 0.57634
313/400 [======================>.......] - ETA: 49s - loss: 0.8109 - dice_coefficient: 0.5742
Epoch 4: loss did not improve from 0.57634
314/400 [======================>.......] - ETA: 49s - loss: 0.8118 - dice_coefficient: 0.5735
Epoch 4: loss did not improve from 0.57634
315/400 [======================>.......] - ETA: 48s - loss: 0.8138 - dice_coefficient: 0.5736
Epoch 4: loss did not improve from 0.57634
316/400 [======================>.......] - ETA: 48s - loss: 0.8150 - dice_coefficient: 0.5731
Epoch 4: loss did not improve from 0.57634
317/400 [======================>.......] - ETA: 47s - loss: 0.8148 - dice_coefficient: 0.5730
Epoch 4: loss did not improve from 0.57634
318/400 [======================>.......] - ETA: 46s - loss: 0.8149 - dice_coefficient: 0.5729
Epoch 4: loss did not improve from 0.57634
319/400 [======================>.......] - ETA: 46s - loss: 0.8136 - dice_coefficient: 0.5734
Epoch 4: loss did not improve from 0.57634
320/400 [=======================>......] - ETA: 45s - loss: 0.8155 - dice_coefficient: 0.5725
Epoch 4: loss did not improve from 0.57634
321/400 [=======================>......] - ETA: 45s - loss: 0.8149 - dice_coefficient: 0.5725
Epoch 4: loss did not improve from 0.57634
322/400 [=======================>......] - ETA: 44s - loss: 0.8139 - dice_coefficient: 0.5734
Epoch 4: loss did not improve from 0.57634
323/400 [=======================>......] - ETA: 44s - loss: 0.8135 - dice_coefficient: 0.5735
Epoch 4: loss did not improve from 0.57634
324/400 [=======================>......] - ETA: 43s - loss: 0.8139 - dice_coefficient: 0.5732
Epoch 4: loss did not improve from 0.57634
325/400 [=======================>......] - ETA: 42s - loss: 0.8125 - dice_coefficient: 0.5740
Epoch 4: loss did not improve from 0.57634
326/400 [=======================>......] - ETA: 42s - loss: 0.8119 - dice_coefficient: 0.5742
Epoch 4: loss did not improve from 0.57634
327/400 [=======================>......] - ETA: 41s - loss: 0.8111 - dice_coefficient: 0.5745
Epoch 4: loss did not improve from 0.57634
328/400 [=======================>......] - ETA: 41s - loss: 0.8113 - dice_coefficient: 0.5743
Epoch 4: loss did not improve from 0.57634
329/400 [=======================>......] - ETA: 40s - loss: 0.8102 - dice_coefficient: 0.5748
Epoch 4: loss did not improve from 0.57634
330/400 [=======================>......] - ETA: 40s - loss: 0.8085 - dice_coefficient: 0.5756
Epoch 4: loss did not improve from 0.57634
331/400 [=======================>......] - ETA: 39s - loss: 0.8069 - dice_coefficient: 0.5765
Epoch 4: loss did not improve from 0.57634
332/400 [=======================>......] - ETA: 38s - loss: 0.8068 - dice_coefficient: 0.5763
Epoch 4: loss did not improve from 0.57634
333/400 [=======================>......] - ETA: 38s - loss: 0.8053 - dice_coefficient: 0.5772
Epoch 4: loss did not improve from 0.57634
334/400 [========================>.....] - ETA: 37s - loss: 0.8050 - dice_coefficient: 0.5774
Epoch 4: loss did not improve from 0.57634
335/400 [========================>.....] - ETA: 37s - loss: 0.8037 - dice_coefficient: 0.5781
Epoch 4: loss did not improve from 0.57634
336/400 [========================>.....] - ETA: 36s - loss: 0.8034 - dice_coefficient: 0.5780
Epoch 4: loss did not improve from 0.57634
337/400 [========================>.....] - ETA: 36s - loss: 0.8025 - dice_coefficient: 0.5784
Epoch 4: loss did not improve from 0.57634
338/400 [========================>.....] - ETA: 35s - loss: 0.8027 - dice_coefficient: 0.5782
Epoch 4: loss did not improve from 0.57634
339/400 [========================>.....] - ETA: 34s - loss: 0.8037 - dice_coefficient: 0.5779
Epoch 4: loss did not improve from 0.57634
340/400 [========================>.....] - ETA: 34s - loss: 0.8067 - dice_coefficient: 0.5768
Epoch 4: loss did not improve from 0.57634
341/400 [========================>.....] - ETA: 33s - loss: 0.8061 - dice_coefficient: 0.5774
Epoch 4: loss did not improve from 0.57634
342/400 [========================>.....] - ETA: 33s - loss: 0.8047 - dice_coefficient: 0.5780
Epoch 4: loss did not improve from 0.57634
343/400 [========================>.....] - ETA: 32s - loss: 0.8034 - dice_coefficient: 0.5787
Epoch 4: loss did not improve from 0.57634
344/400 [========================>.....] - ETA: 32s - loss: 0.8028 - dice_coefficient: 0.5789
Epoch 4: loss did not improve from 0.57634
345/400 [========================>.....] - ETA: 31s - loss: 0.8487 - dice_coefficient: 0.5772
Epoch 4: loss did not improve from 0.57634
346/400 [========================>.....] - ETA: 30s - loss: 0.8478 - dice_coefficient: 0.5774
Epoch 4: loss did not improve from 0.57634
347/400 [=========================>....] - ETA: 30s - loss: 0.8466 - dice_coefficient: 0.5780
Epoch 4: loss did not improve from 0.57634
348/400 [=========================>....] - ETA: 29s - loss: 0.8463 - dice_coefficient: 0.5779
Epoch 4: loss did not improve from 0.57634
349/400 [=========================>....] - ETA: 29s - loss: 0.8453 - dice_coefficient: 0.5782
Epoch 4: loss did not improve from 0.57634
350/400 [=========================>....] - ETA: 28s - loss: 0.8443 - dice_coefficient: 0.5788
Epoch 4: loss did not improve from 0.57634
351/400 [=========================>....] - ETA: 28s - loss: 0.8430 - dice_coefficient: 0.5794
Epoch 4: loss did not improve from 0.57634
352/400 [=========================>....] - ETA: 27s - loss: 0.8419 - dice_coefficient: 0.5796
Epoch 4: loss did not improve from 0.57634
353/400 [=========================>....] - ETA: 26s - loss: 0.8417 - dice_coefficient: 0.5795
Epoch 4: loss did not improve from 0.57634
354/400 [=========================>....] - ETA: 26s - loss: 0.8428 - dice_coefficient: 0.5788
Epoch 4: loss did not improve from 0.57634
355/400 [=========================>....] - ETA: 25s - loss: 0.8417 - dice_coefficient: 0.5791
Epoch 4: loss did not improve from 0.57634
356/400 [=========================>....] - ETA: 25s - loss: 0.8408 - dice_coefficient: 0.5794
Epoch 4: loss did not improve from 0.57634
357/400 [=========================>....] - ETA: 24s - loss: 0.8400 - dice_coefficient: 0.5797
Epoch 4: loss did not improve from 0.57634
358/400 [=========================>....] - ETA: 24s - loss: 0.8389 - dice_coefficient: 0.5804
Epoch 4: loss did not improve from 0.57634
359/400 [=========================>....] - ETA: 23s - loss: 0.8376 - dice_coefficient: 0.5809
Epoch 4: loss did not improve from 0.57634
360/400 [==========================>...] - ETA: 22s - loss: 0.8366 - dice_coefficient: 0.5813
Epoch 4: loss did not improve from 0.57634
361/400 [==========================>...] - ETA: 22s - loss: 0.8349 - dice_coefficient: 0.5822
Epoch 4: loss did not improve from 0.57634
362/400 [==========================>...] - ETA: 21s - loss: 0.8345 - dice_coefficient: 0.5824
Epoch 4: loss did not improve from 0.57634
363/400 [==========================>...] - ETA: 21s - loss: 0.8404 - dice_coefficient: 0.5811
Epoch 4: loss did not improve from 0.57634
364/400 [==========================>...] - ETA: 20s - loss: 0.8404 - dice_coefficient: 0.5808
Epoch 4: loss did not improve from 0.57634
365/400 [==========================>...] - ETA: 20s - loss: 0.8400 - dice_coefficient: 0.5809
Epoch 4: loss did not improve from 0.57634
366/400 [==========================>...] - ETA: 19s - loss: 0.8390 - dice_coefficient: 0.5811
Epoch 4: loss did not improve from 0.57634
367/400 [==========================>...] - ETA: 18s - loss: 0.8405 - dice_coefficient: 0.5805
Epoch 4: loss did not improve from 0.57634
368/400 [==========================>...] - ETA: 18s - loss: 0.8393 - dice_coefficient: 0.5809
Epoch 4: loss did not improve from 0.57634
369/400 [==========================>...] - ETA: 17s - loss: 0.8395 - dice_coefficient: 0.5805
Epoch 4: loss did not improve from 0.57634
370/400 [==========================>...] - ETA: 17s - loss: 0.8392 - dice_coefficient: 0.5804
Epoch 4: loss did not improve from 0.57634
371/400 [==========================>...] - ETA: 16s - loss: 0.8383 - dice_coefficient: 0.5809
Epoch 4: loss did not improve from 0.57634
372/400 [==========================>...] - ETA: 16s - loss: 0.8375 - dice_coefficient: 0.5810
Epoch 4: loss did not improve from 0.57634
373/400 [==========================>...] - ETA: 15s - loss: 0.8367 - dice_coefficient: 0.5812
Epoch 4: loss did not improve from 0.57634
374/400 [===========================>..] - ETA: 14s - loss: 0.8359 - dice_coefficient: 0.5814
Epoch 4: loss did not improve from 0.57634
375/400 [===========================>..] - ETA: 14s - loss: 0.8364 - dice_coefficient: 0.5809
Epoch 4: loss did not improve from 0.57634
376/400 [===========================>..] - ETA: 13s - loss: 0.8359 - dice_coefficient: 0.5810
Epoch 4: loss did not improve from 0.57634
377/400 [===========================>..] - ETA: 13s - loss: 0.8357 - dice_coefficient: 0.5813
Epoch 4: loss did not improve from 0.57634
378/400 [===========================>..] - ETA: 12s - loss: 0.8355 - dice_coefficient: 0.5813
Epoch 4: loss did not improve from 0.57634
379/400 [===========================>..] - ETA: 12s - loss: 0.8348 - dice_coefficient: 0.5815
Epoch 4: loss did not improve from 0.57634
380/400 [===========================>..] - ETA: 11s - loss: 0.8339 - dice_coefficient: 0.5817
Epoch 4: loss did not improve from 0.57634
381/400 [===========================>..] - ETA: 10s - loss: 0.8334 - dice_coefficient: 0.5822
Epoch 4: loss did not improve from 0.57634
382/400 [===========================>..] - ETA: 10s - loss: 0.8335 - dice_coefficient: 0.5819
Epoch 4: loss did not improve from 0.57634
383/400 [===========================>..] - ETA: 9s - loss: 0.8335 - dice_coefficient: 0.5818 
Epoch 4: loss did not improve from 0.57634
384/400 [===========================>..] - ETA: 9s - loss: 0.8338 - dice_coefficient: 0.5821
Epoch 4: loss did not improve from 0.57634
385/400 [===========================>..] - ETA: 8s - loss: 0.8357 - dice_coefficient: 0.5812
Epoch 4: loss did not improve from 0.57634
386/400 [===========================>..] - ETA: 8s - loss: 0.8353 - dice_coefficient: 0.5814
Epoch 4: loss did not improve from 0.57634
387/400 [============================>.] - ETA: 7s - loss: 0.8344 - dice_coefficient: 0.5817
Epoch 4: loss did not improve from 0.57634
388/400 [============================>.] - ETA: 6s - loss: 0.8380 - dice_coefficient: 0.5806
Epoch 4: loss did not improve from 0.57634
389/400 [============================>.] - ETA: 6s - loss: 0.8397 - dice_coefficient: 0.5797
Epoch 4: loss did not improve from 0.57634
390/400 [============================>.] - ETA: 5s - loss: 0.8385 - dice_coefficient: 0.5804
Epoch 4: loss did not improve from 0.57634
391/400 [============================>.] - ETA: 5s - loss: 0.8379 - dice_coefficient: 0.5809
Epoch 4: loss did not improve from 0.57634
392/400 [============================>.] - ETA: 4s - loss: 0.8372 - dice_coefficient: 0.5812
Epoch 4: loss did not improve from 0.57634
393/400 [============================>.] - ETA: 4s - loss: 0.8359 - dice_coefficient: 0.5818
Epoch 4: loss did not improve from 0.57634
394/400 [============================>.] - ETA: 3s - loss: 0.8346 - dice_coefficient: 0.5824
Epoch 4: loss did not improve from 0.57634
395/400 [============================>.] - ETA: 2s - loss: 0.8343 - dice_coefficient: 0.5824
Epoch 4: loss did not improve from 0.57634
396/400 [============================>.] - ETA: 2s - loss: 0.8330 - dice_coefficient: 0.5831
Epoch 4: loss did not improve from 0.57634
397/400 [============================>.] - ETA: 1s - loss: 0.8330 - dice_coefficient: 0.5830
Epoch 4: loss did not improve from 0.57634
398/400 [============================>.] - ETA: 1s - loss: 0.8342 - dice_coefficient: 0.5823
Epoch 4: loss did not improve from 0.57634
399/400 [============================>.] - ETA: 0s - loss: 0.8329 - dice_coefficient: 0.5830
Epoch 4: loss did not improve from 0.57634
400/400 [==============================] - 230s 574ms/step - loss: 0.8337 - dice_coefficient: 0.5825 - val_loss: 0.9431 - val_dice_coefficient: 0.4976 - lr: 1.0000e-04
Epoch 5/30

Epoch 5: loss improved from 0.57634 to 0.52668, saving model to model-0.53.h5
  1/400 [..............................] - ETA: 4:50 - loss: 0.5267 - dice_coefficient: 0.6503
Epoch 5: loss did not improve from 0.52668
  2/400 [..............................] - ETA: 3:47 - loss: 0.7902 - dice_coefficient: 0.5347
Epoch 5: loss did not improve from 0.52668
  3/400 [..............................] - ETA: 3:44 - loss: 0.7105 - dice_coefficient: 0.5733
Epoch 5: loss did not improve from 0.52668
  4/400 [..............................] - ETA: 3:46 - loss: 0.6784 - dice_coefficient: 0.5836
Epoch 5: loss did not improve from 0.52668
  5/400 [..............................] - ETA: 3:45 - loss: 0.6716 - dice_coefficient: 0.5855
Epoch 5: loss did not improve from 0.52668
  6/400 [..............................] - ETA: 3:44 - loss: 0.6359 - dice_coefficient: 0.6054
Epoch 5: loss did not improve from 0.52668
  7/400 [..............................] - ETA: 3:43 - loss: 0.6035 - dice_coefficient: 0.6399
Epoch 5: loss did not improve from 0.52668
  8/400 [..............................] - ETA: 3:43 - loss: 0.5879 - dice_coefficient: 0.6580
Epoch 5: loss did not improve from 0.52668
  9/400 [..............................] - ETA: 3:43 - loss: 0.5833 - dice_coefficient: 0.6657
Epoch 5: loss did not improve from 0.52668
 10/400 [..............................] - ETA: 3:42 - loss: 0.6042 - dice_coefficient: 0.6511
Epoch 5: loss did not improve from 0.52668
 11/400 [..............................] - ETA: 3:42 - loss: 0.5959 - dice_coefficient: 0.6503
Epoch 5: loss did not improve from 0.52668
 12/400 [..............................] - ETA: 3:42 - loss: 0.5848 - dice_coefficient: 0.6594
Epoch 5: loss did not improve from 0.52668
 13/400 [..............................] - ETA: 3:41 - loss: 0.6412 - dice_coefficient: 0.6331
Epoch 5: loss did not improve from 0.52668
 14/400 [>.............................] - ETA: 3:41 - loss: 0.6123 - dice_coefficient: 0.6504
Epoch 5: loss did not improve from 0.52668
 15/400 [>.............................] - ETA: 3:40 - loss: 0.5978 - dice_coefficient: 0.6581
Epoch 5: loss did not improve from 0.52668
 16/400 [>.............................] - ETA: 3:40 - loss: 0.5877 - dice_coefficient: 0.6612
Epoch 5: loss did not improve from 0.52668
 17/400 [>.............................] - ETA: 3:39 - loss: 0.5828 - dice_coefficient: 0.6637
Epoch 5: loss did not improve from 0.52668
 18/400 [>.............................] - ETA: 3:38 - loss: 0.5679 - dice_coefficient: 0.6732
Epoch 5: loss did not improve from 0.52668
 19/400 [>.............................] - ETA: 3:38 - loss: 0.5556 - dice_coefficient: 0.6791
Epoch 5: loss did not improve from 0.52668
 20/400 [>.............................] - ETA: 3:37 - loss: 0.5615 - dice_coefficient: 0.6741
Epoch 5: loss did not improve from 0.52668
 21/400 [>.............................] - ETA: 3:37 - loss: 0.5484 - dice_coefficient: 0.6807
Epoch 5: loss did not improve from 0.52668
 22/400 [>.............................] - ETA: 3:36 - loss: 0.5553 - dice_coefficient: 0.6748
Epoch 5: loss did not improve from 0.52668
 23/400 [>.............................] - ETA: 3:36 - loss: 0.5588 - dice_coefficient: 0.6718
Epoch 5: loss did not improve from 0.52668
 24/400 [>.............................] - ETA: 3:35 - loss: 0.5577 - dice_coefficient: 0.6704
Epoch 5: loss did not improve from 0.52668
 25/400 [>.............................] - ETA: 3:35 - loss: 0.5490 - dice_coefficient: 0.6751
Epoch 5: loss did not improve from 0.52668
 26/400 [>.............................] - ETA: 3:34 - loss: 0.5497 - dice_coefficient: 0.6751
Epoch 5: loss did not improve from 0.52668
 27/400 [=>............................] - ETA: 3:34 - loss: 0.5413 - dice_coefficient: 0.6803
Epoch 5: loss did not improve from 0.52668
 28/400 [=>............................] - ETA: 3:33 - loss: 0.5733 - dice_coefficient: 0.6662
Epoch 5: loss did not improve from 0.52668
 29/400 [=>............................] - ETA: 3:33 - loss: 0.6095 - dice_coefficient: 0.6509
Epoch 5: loss did not improve from 0.52668
 30/400 [=>............................] - ETA: 3:32 - loss: 0.6111 - dice_coefficient: 0.6481
Epoch 5: loss did not improve from 0.52668
 31/400 [=>............................] - ETA: 3:31 - loss: 0.6411 - dice_coefficient: 0.6351
Epoch 5: loss did not improve from 0.52668
 32/400 [=>............................] - ETA: 3:31 - loss: 0.6325 - dice_coefficient: 0.6394
Epoch 5: loss did not improve from 0.52668
 33/400 [=>............................] - ETA: 3:30 - loss: 0.6228 - dice_coefficient: 0.6453
Epoch 5: loss did not improve from 0.52668
 34/400 [=>............................] - ETA: 3:29 - loss: 0.6132 - dice_coefficient: 0.6512
Epoch 5: loss did not improve from 0.52668
 35/400 [=>............................] - ETA: 3:29 - loss: 0.6038 - dice_coefficient: 0.6577
Epoch 5: loss did not improve from 0.52668
 36/400 [=>............................] - ETA: 3:28 - loss: 0.6236 - dice_coefficient: 0.6480
Epoch 5: loss did not improve from 0.52668
 37/400 [=>............................] - ETA: 3:28 - loss: 0.6192 - dice_coefficient: 0.6502
Epoch 5: loss did not improve from 0.52668
 38/400 [=>............................] - ETA: 3:27 - loss: 0.6148 - dice_coefficient: 0.6519
Epoch 5: loss did not improve from 0.52668
 39/400 [=>............................] - ETA: 3:27 - loss: 0.6107 - dice_coefficient: 0.6547
Epoch 5: loss did not improve from 0.52668
 40/400 [==>...........................] - ETA: 3:26 - loss: 0.6234 - dice_coefficient: 0.6481
Epoch 5: loss did not improve from 0.52668
 41/400 [==>...........................] - ETA: 3:25 - loss: 0.6278 - dice_coefficient: 0.6451
Epoch 5: loss did not improve from 0.52668
 42/400 [==>...........................] - ETA: 3:25 - loss: 0.6313 - dice_coefficient: 0.6429
Epoch 5: loss did not improve from 0.52668
 43/400 [==>...........................] - ETA: 3:24 - loss: 0.6260 - dice_coefficient: 0.6452
Epoch 5: loss did not improve from 0.52668
 44/400 [==>...........................] - ETA: 3:24 - loss: 0.6306 - dice_coefficient: 0.6412
Epoch 5: loss did not improve from 0.52668
 45/400 [==>...........................] - ETA: 3:23 - loss: 0.6297 - dice_coefficient: 0.6403
Epoch 5: loss did not improve from 0.52668
 46/400 [==>...........................] - ETA: 3:22 - loss: 0.6264 - dice_coefficient: 0.6418
Epoch 5: loss did not improve from 0.52668
 47/400 [==>...........................] - ETA: 3:22 - loss: 0.6215 - dice_coefficient: 0.6436
Epoch 5: loss did not improve from 0.52668
 48/400 [==>...........................] - ETA: 3:21 - loss: 0.6255 - dice_coefficient: 0.6402
Epoch 5: loss did not improve from 0.52668
 49/400 [==>...........................] - ETA: 3:21 - loss: 0.6207 - dice_coefficient: 0.6446
Epoch 5: loss did not improve from 0.52668
 50/400 [==>...........................] - ETA: 3:20 - loss: 0.6304 - dice_coefficient: 0.6406
Epoch 5: loss did not improve from 0.52668
 51/400 [==>...........................] - ETA: 3:19 - loss: 0.6384 - dice_coefficient: 0.6370
Epoch 5: loss did not improve from 0.52668
 52/400 [==>...........................] - ETA: 3:19 - loss: 0.6333 - dice_coefficient: 0.6396
Epoch 5: loss did not improve from 0.52668
 53/400 [==>...........................] - ETA: 3:18 - loss: 0.6304 - dice_coefficient: 0.6408
Epoch 5: loss did not improve from 0.52668
 54/400 [===>..........................] - ETA: 3:18 - loss: 0.6381 - dice_coefficient: 0.6364
Epoch 5: loss did not improve from 0.52668
 55/400 [===>..........................] - ETA: 3:17 - loss: 0.6312 - dice_coefficient: 0.6403
Epoch 5: loss did not improve from 0.52668
 56/400 [===>..........................] - ETA: 3:17 - loss: 0.6344 - dice_coefficient: 0.6375
Epoch 5: loss did not improve from 0.52668
 57/400 [===>..........................] - ETA: 3:16 - loss: 0.6321 - dice_coefficient: 0.6378
Epoch 5: loss did not improve from 0.52668
 58/400 [===>..........................] - ETA: 3:15 - loss: 0.6275 - dice_coefficient: 0.6411
Epoch 5: loss did not improve from 0.52668
 59/400 [===>..........................] - ETA: 3:15 - loss: 0.6199 - dice_coefficient: 0.6454
Epoch 5: loss did not improve from 0.52668
 60/400 [===>..........................] - ETA: 3:14 - loss: 0.6203 - dice_coefficient: 0.6444
Epoch 5: loss did not improve from 0.52668
 61/400 [===>..........................] - ETA: 3:14 - loss: 0.6150 - dice_coefficient: 0.6469
Epoch 5: loss did not improve from 0.52668
 62/400 [===>..........................] - ETA: 3:13 - loss: 0.6084 - dice_coefficient: 0.6507
Epoch 5: loss did not improve from 0.52668
 63/400 [===>..........................] - ETA: 3:13 - loss: 0.6060 - dice_coefficient: 0.6515
Epoch 5: loss did not improve from 0.52668
 64/400 [===>..........................] - ETA: 3:12 - loss: 0.6134 - dice_coefficient: 0.6472
Epoch 5: loss did not improve from 0.52668
 65/400 [===>..........................] - ETA: 3:11 - loss: 0.6248 - dice_coefficient: 0.6417
Epoch 5: loss did not improve from 0.52668
 66/400 [===>..........................] - ETA: 3:11 - loss: 0.6215 - dice_coefficient: 0.6427
Epoch 5: loss did not improve from 0.52668
 67/400 [====>.........................] - ETA: 3:10 - loss: 0.6295 - dice_coefficient: 0.6386
Epoch 5: loss did not improve from 0.52668
 68/400 [====>.........................] - ETA: 3:10 - loss: 0.6276 - dice_coefficient: 0.6392
Epoch 5: loss did not improve from 0.52668
 69/400 [====>.........................] - ETA: 3:09 - loss: 0.6214 - dice_coefficient: 0.6427
Epoch 5: loss did not improve from 0.52668
 70/400 [====>.........................] - ETA: 3:09 - loss: 0.6340 - dice_coefficient: 0.6373
Epoch 5: loss did not improve from 0.52668
 71/400 [====>.........................] - ETA: 3:08 - loss: 0.6314 - dice_coefficient: 0.6380
Epoch 5: loss did not improve from 0.52668
 72/400 [====>.........................] - ETA: 3:07 - loss: 0.6261 - dice_coefficient: 0.6415
Epoch 5: loss did not improve from 0.52668
 73/400 [====>.........................] - ETA: 3:07 - loss: 0.6250 - dice_coefficient: 0.6416
Epoch 5: loss did not improve from 0.52668
 74/400 [====>.........................] - ETA: 3:06 - loss: 0.6250 - dice_coefficient: 0.6415
Epoch 5: loss did not improve from 0.52668
 75/400 [====>.........................] - ETA: 3:06 - loss: 0.6301 - dice_coefficient: 0.6388
Epoch 5: loss did not improve from 0.52668
 76/400 [====>.........................] - ETA: 3:05 - loss: 0.6334 - dice_coefficient: 0.6368
Epoch 5: loss did not improve from 0.52668
 77/400 [====>.........................] - ETA: 3:05 - loss: 0.6299 - dice_coefficient: 0.6389
Epoch 5: loss did not improve from 0.52668
 78/400 [====>.........................] - ETA: 3:04 - loss: 0.6426 - dice_coefficient: 0.6335
Epoch 5: loss did not improve from 0.52668
 79/400 [====>.........................] - ETA: 3:03 - loss: 0.6451 - dice_coefficient: 0.6314
Epoch 5: loss did not improve from 0.52668
 80/400 [=====>........................] - ETA: 3:03 - loss: 0.6548 - dice_coefficient: 0.6270
Epoch 5: loss did not improve from 0.52668
 81/400 [=====>........................] - ETA: 3:02 - loss: 0.6530 - dice_coefficient: 0.6282
Epoch 5: loss did not improve from 0.52668
 82/400 [=====>........................] - ETA: 3:02 - loss: 0.6517 - dice_coefficient: 0.6289
Epoch 5: loss did not improve from 0.52668
 83/400 [=====>........................] - ETA: 3:01 - loss: 0.6539 - dice_coefficient: 0.6275
Epoch 5: loss did not improve from 0.52668
 84/400 [=====>........................] - ETA: 3:01 - loss: 0.6526 - dice_coefficient: 0.6282
Epoch 5: loss did not improve from 0.52668
 85/400 [=====>........................] - ETA: 3:00 - loss: 0.6604 - dice_coefficient: 0.6243
Epoch 5: loss did not improve from 0.52668
 86/400 [=====>........................] - ETA: 2:59 - loss: 0.6590 - dice_coefficient: 0.6248
Epoch 5: loss did not improve from 0.52668
 87/400 [=====>........................] - ETA: 2:59 - loss: 0.6669 - dice_coefficient: 0.6209
Epoch 5: loss did not improve from 0.52668
 88/400 [=====>........................] - ETA: 2:58 - loss: 0.6619 - dice_coefficient: 0.6239
Epoch 5: loss did not improve from 0.52668
 89/400 [=====>........................] - ETA: 2:58 - loss: 0.6586 - dice_coefficient: 0.6259
Epoch 5: loss did not improve from 0.52668
 90/400 [=====>........................] - ETA: 2:57 - loss: 0.6546 - dice_coefficient: 0.6285
Epoch 5: loss did not improve from 0.52668
 91/400 [=====>........................] - ETA: 2:56 - loss: 0.6553 - dice_coefficient: 0.6273
Epoch 5: loss did not improve from 0.52668
 92/400 [=====>........................] - ETA: 2:56 - loss: 0.6556 - dice_coefficient: 0.6268
Epoch 5: loss did not improve from 0.52668
 93/400 [=====>........................] - ETA: 2:55 - loss: 0.6554 - dice_coefficient: 0.6267
Epoch 5: loss did not improve from 0.52668
 94/400 [======>.......................] - ETA: 2:55 - loss: 0.6529 - dice_coefficient: 0.6285
Epoch 5: loss did not improve from 0.52668
 95/400 [======>.......................] - ETA: 2:54 - loss: 0.6702 - dice_coefficient: 0.6234
Epoch 5: loss did not improve from 0.52668
 96/400 [======>.......................] - ETA: 2:54 - loss: 0.6687 - dice_coefficient: 0.6235
Epoch 5: loss did not improve from 0.52668
 97/400 [======>.......................] - ETA: 2:53 - loss: 0.6734 - dice_coefficient: 0.6208
Epoch 5: loss did not improve from 0.52668
 98/400 [======>.......................] - ETA: 2:52 - loss: 0.6711 - dice_coefficient: 0.6227
Epoch 5: loss did not improve from 0.52668
 99/400 [======>.......................] - ETA: 2:52 - loss: 0.6759 - dice_coefficient: 0.6201
Epoch 5: loss did not improve from 0.52668
100/400 [======>.......................] - ETA: 2:51 - loss: 0.6828 - dice_coefficient: 0.6167
Epoch 5: loss did not improve from 0.52668
101/400 [======>.......................] - ETA: 2:51 - loss: 0.6793 - dice_coefficient: 0.6191
Epoch 5: loss did not improve from 0.52668
102/400 [======>.......................] - ETA: 2:50 - loss: 0.6762 - dice_coefficient: 0.6202
Epoch 5: loss did not improve from 0.52668
103/400 [======>.......................] - ETA: 2:49 - loss: 0.6745 - dice_coefficient: 0.6207
Epoch 5: loss did not improve from 0.52668
104/400 [======>.......................] - ETA: 2:49 - loss: 0.6710 - dice_coefficient: 0.6229
Epoch 5: loss did not improve from 0.52668
105/400 [======>.......................] - ETA: 2:48 - loss: 0.6687 - dice_coefficient: 0.6244
Epoch 5: loss did not improve from 0.52668
106/400 [======>.......................] - ETA: 2:48 - loss: 0.6725 - dice_coefficient: 0.6221
Epoch 5: loss did not improve from 0.52668
107/400 [=======>......................] - ETA: 2:47 - loss: 0.6724 - dice_coefficient: 0.6214
Epoch 5: loss did not improve from 0.52668
108/400 [=======>......................] - ETA: 2:47 - loss: 0.6765 - dice_coefficient: 0.6191
Epoch 5: loss did not improve from 0.52668
109/400 [=======>......................] - ETA: 2:46 - loss: 0.6747 - dice_coefficient: 0.6207
Epoch 5: loss did not improve from 0.52668
110/400 [=======>......................] - ETA: 2:46 - loss: 0.6712 - dice_coefficient: 0.6225
Epoch 5: loss did not improve from 0.52668
111/400 [=======>......................] - ETA: 2:45 - loss: 0.6727 - dice_coefficient: 0.6212
Epoch 5: loss did not improve from 0.52668
112/400 [=======>......................] - ETA: 2:44 - loss: 0.6786 - dice_coefficient: 0.6183
Epoch 5: loss did not improve from 0.52668
113/400 [=======>......................] - ETA: 2:44 - loss: 0.6745 - dice_coefficient: 0.6206
Epoch 5: loss did not improve from 0.52668
114/400 [=======>......................] - ETA: 2:43 - loss: 0.6878 - dice_coefficient: 0.6164
Epoch 5: loss did not improve from 0.52668
115/400 [=======>......................] - ETA: 2:43 - loss: 0.6860 - dice_coefficient: 0.6169
Epoch 5: loss did not improve from 0.52668
116/400 [=======>......................] - ETA: 2:42 - loss: 0.6833 - dice_coefficient: 0.6186
Epoch 5: loss did not improve from 0.52668
117/400 [=======>......................] - ETA: 2:42 - loss: 0.6805 - dice_coefficient: 0.6201
Epoch 5: loss did not improve from 0.52668
118/400 [=======>......................] - ETA: 2:41 - loss: 0.6793 - dice_coefficient: 0.6207
Epoch 5: loss did not improve from 0.52668
119/400 [=======>......................] - ETA: 2:40 - loss: 0.6766 - dice_coefficient: 0.6220
Epoch 5: loss did not improve from 0.52668
120/400 [========>.....................] - ETA: 2:40 - loss: 0.6794 - dice_coefficient: 0.6202
Epoch 5: loss did not improve from 0.52668
121/400 [========>.....................] - ETA: 2:39 - loss: 0.6770 - dice_coefficient: 0.6217
Epoch 5: loss did not improve from 0.52668
122/400 [========>.....................] - ETA: 2:39 - loss: 0.6781 - dice_coefficient: 0.6205
Epoch 5: loss did not improve from 0.52668
123/400 [========>.....................] - ETA: 2:38 - loss: 0.6769 - dice_coefficient: 0.6206
Epoch 5: loss did not improve from 0.52668
124/400 [========>.....................] - ETA: 2:37 - loss: 0.6803 - dice_coefficient: 0.6187
Epoch 5: loss did not improve from 0.52668
125/400 [========>.....................] - ETA: 2:37 - loss: 0.6784 - dice_coefficient: 0.6193
Epoch 5: loss did not improve from 0.52668
126/400 [========>.....................] - ETA: 2:36 - loss: 0.6782 - dice_coefficient: 0.6192
Epoch 5: loss did not improve from 0.52668
127/400 [========>.....................] - ETA: 2:36 - loss: 0.6763 - dice_coefficient: 0.6199
Epoch 5: loss did not improve from 0.52668
128/400 [========>.....................] - ETA: 2:35 - loss: 0.6748 - dice_coefficient: 0.6209
Epoch 5: loss did not improve from 0.52668
129/400 [========>.....................] - ETA: 2:35 - loss: 0.6737 - dice_coefficient: 0.6210
Epoch 5: loss did not improve from 0.52668
130/400 [========>.....................] - ETA: 2:34 - loss: 0.6708 - dice_coefficient: 0.6225
Epoch 5: loss did not improve from 0.52668
131/400 [========>.....................] - ETA: 2:33 - loss: 0.6688 - dice_coefficient: 0.6236
Epoch 5: loss did not improve from 0.52668
132/400 [========>.....................] - ETA: 2:33 - loss: 0.6668 - dice_coefficient: 0.6246
Epoch 5: loss did not improve from 0.52668
133/400 [========>.....................] - ETA: 2:32 - loss: 0.6700 - dice_coefficient: 0.6229
Epoch 5: loss did not improve from 0.52668
134/400 [=========>....................] - ETA: 2:32 - loss: 0.6673 - dice_coefficient: 0.6244
Epoch 5: loss did not improve from 0.52668
135/400 [=========>....................] - ETA: 2:31 - loss: 0.6747 - dice_coefficient: 0.6213
Epoch 5: loss did not improve from 0.52668
136/400 [=========>....................] - ETA: 2:31 - loss: 0.6717 - dice_coefficient: 0.6229
Epoch 5: loss did not improve from 0.52668
137/400 [=========>....................] - ETA: 2:30 - loss: 0.6703 - dice_coefficient: 0.6244
Epoch 5: loss did not improve from 0.52668
138/400 [=========>....................] - ETA: 2:30 - loss: 0.6716 - dice_coefficient: 0.6241
Epoch 5: loss did not improve from 0.52668
139/400 [=========>....................] - ETA: 2:29 - loss: 0.6723 - dice_coefficient: 0.6252
Epoch 5: loss did not improve from 0.52668
140/400 [=========>....................] - ETA: 2:29 - loss: 0.6694 - dice_coefficient: 0.6267
Epoch 5: loss did not improve from 0.52668
141/400 [=========>....................] - ETA: 2:28 - loss: 0.6706 - dice_coefficient: 0.6258
Epoch 5: loss did not improve from 0.52668
142/400 [=========>....................] - ETA: 2:27 - loss: 0.6705 - dice_coefficient: 0.6261
Epoch 5: loss did not improve from 0.52668
143/400 [=========>....................] - ETA: 2:27 - loss: 0.6679 - dice_coefficient: 0.6274
Epoch 5: loss did not improve from 0.52668
144/400 [=========>....................] - ETA: 2:26 - loss: 0.6766 - dice_coefficient: 0.6242
Epoch 5: loss did not improve from 0.52668
145/400 [=========>....................] - ETA: 2:26 - loss: 0.6752 - dice_coefficient: 0.6247
Epoch 5: loss did not improve from 0.52668
146/400 [=========>....................] - ETA: 2:25 - loss: 0.6767 - dice_coefficient: 0.6237
Epoch 5: loss did not improve from 0.52668
147/400 [==========>...................] - ETA: 2:24 - loss: 0.6789 - dice_coefficient: 0.6232
Epoch 5: loss did not improve from 0.52668
148/400 [==========>...................] - ETA: 2:24 - loss: 0.6775 - dice_coefficient: 0.6238
Epoch 5: loss did not improve from 0.52668
149/400 [==========>...................] - ETA: 2:23 - loss: 0.6818 - dice_coefficient: 0.6217
Epoch 5: loss did not improve from 0.52668
150/400 [==========>...................] - ETA: 2:23 - loss: 0.6797 - dice_coefficient: 0.6230
Epoch 5: loss did not improve from 0.52668
151/400 [==========>...................] - ETA: 2:22 - loss: 0.6806 - dice_coefficient: 0.6221
Epoch 5: loss did not improve from 0.52668
152/400 [==========>...................] - ETA: 2:22 - loss: 0.6796 - dice_coefficient: 0.6227
Epoch 5: loss did not improve from 0.52668
153/400 [==========>...................] - ETA: 2:21 - loss: 0.6818 - dice_coefficient: 0.6213
Epoch 5: loss did not improve from 0.52668
154/400 [==========>...................] - ETA: 2:20 - loss: 0.6795 - dice_coefficient: 0.6225
Epoch 5: loss did not improve from 0.52668
155/400 [==========>...................] - ETA: 2:20 - loss: 0.6784 - dice_coefficient: 0.6240
Epoch 5: loss did not improve from 0.52668
156/400 [==========>...................] - ETA: 2:19 - loss: 0.6796 - dice_coefficient: 0.6231
Epoch 5: loss did not improve from 0.52668
157/400 [==========>...................] - ETA: 2:19 - loss: 0.6864 - dice_coefficient: 0.6204
Epoch 5: loss did not improve from 0.52668
158/400 [==========>...................] - ETA: 2:18 - loss: 0.6844 - dice_coefficient: 0.6213
Epoch 5: loss did not improve from 0.52668
159/400 [==========>...................] - ETA: 2:18 - loss: 0.6843 - dice_coefficient: 0.6209
Epoch 5: loss did not improve from 0.52668
160/400 [===========>..................] - ETA: 2:17 - loss: 0.6811 - dice_coefficient: 0.6228
Epoch 5: loss did not improve from 0.52668
161/400 [===========>..................] - ETA: 2:16 - loss: 0.6787 - dice_coefficient: 0.6239
Epoch 5: loss did not improve from 0.52668
162/400 [===========>..................] - ETA: 2:16 - loss: 0.6787 - dice_coefficient: 0.6241
Epoch 5: loss did not improve from 0.52668
163/400 [===========>..................] - ETA: 2:15 - loss: 0.6768 - dice_coefficient: 0.6249
Epoch 5: loss did not improve from 0.52668
164/400 [===========>..................] - ETA: 2:15 - loss: 0.6771 - dice_coefficient: 0.6247
Epoch 5: loss did not improve from 0.52668
165/400 [===========>..................] - ETA: 2:14 - loss: 0.6764 - dice_coefficient: 0.6252
Epoch 5: loss did not improve from 0.52668
166/400 [===========>..................] - ETA: 2:14 - loss: 0.6743 - dice_coefficient: 0.6263
Epoch 5: loss did not improve from 0.52668
167/400 [===========>..................] - ETA: 2:13 - loss: 0.6729 - dice_coefficient: 0.6269
Epoch 5: loss did not improve from 0.52668
168/400 [===========>..................] - ETA: 2:12 - loss: 0.6711 - dice_coefficient: 0.6275
Epoch 5: loss did not improve from 0.52668
169/400 [===========>..................] - ETA: 2:12 - loss: 0.6695 - dice_coefficient: 0.6281
Epoch 5: loss did not improve from 0.52668
170/400 [===========>..................] - ETA: 2:11 - loss: 0.6699 - dice_coefficient: 0.6275
Epoch 5: loss did not improve from 0.52668
171/400 [===========>..................] - ETA: 2:11 - loss: 0.6693 - dice_coefficient: 0.6287
Epoch 5: loss did not improve from 0.52668
172/400 [===========>..................] - ETA: 2:10 - loss: 0.6735 - dice_coefficient: 0.6270
Epoch 5: loss did not improve from 0.52668
173/400 [===========>..................] - ETA: 2:10 - loss: 0.6737 - dice_coefficient: 0.6265
Epoch 5: loss did not improve from 0.52668
174/400 [============>.................] - ETA: 2:09 - loss: 0.6717 - dice_coefficient: 0.6274
Epoch 5: loss did not improve from 0.52668
175/400 [============>.................] - ETA: 2:08 - loss: 0.6691 - dice_coefficient: 0.6286
Epoch 5: loss did not improve from 0.52668
176/400 [============>.................] - ETA: 2:08 - loss: 0.6677 - dice_coefficient: 0.6290
Epoch 5: loss did not improve from 0.52668
177/400 [============>.................] - ETA: 2:07 - loss: 0.6664 - dice_coefficient: 0.6298
Epoch 5: loss did not improve from 0.52668
178/400 [============>.................] - ETA: 2:07 - loss: 0.6647 - dice_coefficient: 0.6304
Epoch 5: loss did not improve from 0.52668
179/400 [============>.................] - ETA: 2:06 - loss: 0.6642 - dice_coefficient: 0.6303
Epoch 5: loss did not improve from 0.52668
180/400 [============>.................] - ETA: 2:06 - loss: 0.6654 - dice_coefficient: 0.6293
Epoch 5: loss did not improve from 0.52668
181/400 [============>.................] - ETA: 2:05 - loss: 0.6664 - dice_coefficient: 0.6296
Epoch 5: loss did not improve from 0.52668
182/400 [============>.................] - ETA: 2:04 - loss: 0.6673 - dice_coefficient: 0.6287
Epoch 5: loss did not improve from 0.52668
183/400 [============>.................] - ETA: 2:04 - loss: 0.6672 - dice_coefficient: 0.6283
Epoch 5: loss did not improve from 0.52668
184/400 [============>.................] - ETA: 2:03 - loss: 0.6660 - dice_coefficient: 0.6287
Epoch 5: loss did not improve from 0.52668
185/400 [============>.................] - ETA: 2:03 - loss: 0.6640 - dice_coefficient: 0.6299
Epoch 5: loss did not improve from 0.52668
186/400 [============>.................] - ETA: 2:02 - loss: 0.6659 - dice_coefficient: 0.6290
Epoch 5: loss did not improve from 0.52668
187/400 [=============>................] - ETA: 2:02 - loss: 0.6664 - dice_coefficient: 0.6284
Epoch 5: loss did not improve from 0.52668
188/400 [=============>................] - ETA: 2:01 - loss: 0.6649 - dice_coefficient: 0.6296
Epoch 5: loss did not improve from 0.52668
189/400 [=============>................] - ETA: 2:00 - loss: 0.6629 - dice_coefficient: 0.6305
Epoch 5: loss did not improve from 0.52668
190/400 [=============>................] - ETA: 2:00 - loss: 0.6637 - dice_coefficient: 0.6298
Epoch 5: loss did not improve from 0.52668
191/400 [=============>................] - ETA: 1:59 - loss: 0.6634 - dice_coefficient: 0.6297
Epoch 5: loss did not improve from 0.52668
192/400 [=============>................] - ETA: 1:59 - loss: 0.6653 - dice_coefficient: 0.6288
Epoch 5: loss did not improve from 0.52668
193/400 [=============>................] - ETA: 1:58 - loss: 0.6640 - dice_coefficient: 0.6291
Epoch 5: loss did not improve from 0.52668
194/400 [=============>................] - ETA: 1:58 - loss: 0.6627 - dice_coefficient: 0.6299
Epoch 5: loss did not improve from 0.52668
195/400 [=============>................] - ETA: 1:57 - loss: 0.6628 - dice_coefficient: 0.6298
Epoch 5: loss did not improve from 0.52668
196/400 [=============>................] - ETA: 1:56 - loss: 0.6609 - dice_coefficient: 0.6309
Epoch 5: loss did not improve from 0.52668
197/400 [=============>................] - ETA: 1:56 - loss: 0.6600 - dice_coefficient: 0.6317
Epoch 5: loss did not improve from 0.52668
198/400 [=============>................] - ETA: 1:55 - loss: 0.6582 - dice_coefficient: 0.6329
Epoch 5: loss did not improve from 0.52668
199/400 [=============>................] - ETA: 1:55 - loss: 0.6629 - dice_coefficient: 0.6308
Epoch 5: loss did not improve from 0.52668
200/400 [==============>...............] - ETA: 1:54 - loss: 0.6632 - dice_coefficient: 0.6304
Epoch 5: loss did not improve from 0.52668
201/400 [==============>...............] - ETA: 1:54 - loss: 0.6620 - dice_coefficient: 0.6313
Epoch 5: loss did not improve from 0.52668
202/400 [==============>...............] - ETA: 1:53 - loss: 0.6602 - dice_coefficient: 0.6323
Epoch 5: loss did not improve from 0.52668
203/400 [==============>...............] - ETA: 1:52 - loss: 0.6592 - dice_coefficient: 0.6325
Epoch 5: loss did not improve from 0.52668
204/400 [==============>...............] - ETA: 1:52 - loss: 0.6567 - dice_coefficient: 0.6339
Epoch 5: loss did not improve from 0.52668
205/400 [==============>...............] - ETA: 1:51 - loss: 0.6555 - dice_coefficient: 0.6344
Epoch 5: loss did not improve from 0.52668
206/400 [==============>...............] - ETA: 1:51 - loss: 0.6558 - dice_coefficient: 0.6340
Epoch 5: loss did not improve from 0.52668
207/400 [==============>...............] - ETA: 1:50 - loss: 0.6547 - dice_coefficient: 0.6346
Epoch 5: loss did not improve from 0.52668
208/400 [==============>...............] - ETA: 1:50 - loss: 0.6529 - dice_coefficient: 0.6354
Epoch 5: loss did not improve from 0.52668
209/400 [==============>...............] - ETA: 1:49 - loss: 0.6543 - dice_coefficient: 0.6345
Epoch 5: loss did not improve from 0.52668
210/400 [==============>...............] - ETA: 1:48 - loss: 0.6550 - dice_coefficient: 0.6338
Epoch 5: loss did not improve from 0.52668
211/400 [==============>...............] - ETA: 1:48 - loss: 0.6544 - dice_coefficient: 0.6347
Epoch 5: loss did not improve from 0.52668
212/400 [==============>...............] - ETA: 1:47 - loss: 0.6591 - dice_coefficient: 0.6327
Epoch 5: loss did not improve from 0.52668
213/400 [==============>...............] - ETA: 1:47 - loss: 0.6594 - dice_coefficient: 0.6322
Epoch 5: loss did not improve from 0.52668
214/400 [===============>..............] - ETA: 1:46 - loss: 0.6577 - dice_coefficient: 0.6332
Epoch 5: loss did not improve from 0.52668
215/400 [===============>..............] - ETA: 1:46 - loss: 0.6564 - dice_coefficient: 0.6337
Epoch 5: loss did not improve from 0.52668
216/400 [===============>..............] - ETA: 1:45 - loss: 0.6549 - dice_coefficient: 0.6347
Epoch 5: loss did not improve from 0.52668
217/400 [===============>..............] - ETA: 1:44 - loss: 0.6549 - dice_coefficient: 0.6343
Epoch 5: loss did not improve from 0.52668
218/400 [===============>..............] - ETA: 1:44 - loss: 0.6614 - dice_coefficient: 0.6321
Epoch 5: loss did not improve from 0.52668
219/400 [===============>..............] - ETA: 1:43 - loss: 0.6605 - dice_coefficient: 0.6332
Epoch 5: loss did not improve from 0.52668
220/400 [===============>..............] - ETA: 1:43 - loss: 0.6602 - dice_coefficient: 0.6340
Epoch 5: loss did not improve from 0.52668
221/400 [===============>..............] - ETA: 1:42 - loss: 0.6619 - dice_coefficient: 0.6330
Epoch 5: loss did not improve from 0.52668
222/400 [===============>..............] - ETA: 1:41 - loss: 0.6655 - dice_coefficient: 0.6313
Epoch 5: loss did not improve from 0.52668
223/400 [===============>..............] - ETA: 1:41 - loss: 0.6645 - dice_coefficient: 0.6319
Epoch 5: loss did not improve from 0.52668
224/400 [===============>..............] - ETA: 1:40 - loss: 0.6632 - dice_coefficient: 0.6329
Epoch 5: loss did not improve from 0.52668
225/400 [===============>..............] - ETA: 1:40 - loss: 0.6622 - dice_coefficient: 0.6336
Epoch 5: loss did not improve from 0.52668
226/400 [===============>..............] - ETA: 1:39 - loss: 0.6615 - dice_coefficient: 0.6342
Epoch 5: loss did not improve from 0.52668
227/400 [================>.............] - ETA: 1:39 - loss: 0.6601 - dice_coefficient: 0.6349
Epoch 5: loss did not improve from 0.52668
228/400 [================>.............] - ETA: 1:38 - loss: 0.6639 - dice_coefficient: 0.6333
Epoch 5: loss did not improve from 0.52668
229/400 [================>.............] - ETA: 1:37 - loss: 0.6622 - dice_coefficient: 0.6340
Epoch 5: loss did not improve from 0.52668
230/400 [================>.............] - ETA: 1:37 - loss: 0.6610 - dice_coefficient: 0.6344
Epoch 5: loss did not improve from 0.52668
231/400 [================>.............] - ETA: 1:36 - loss: 0.6610 - dice_coefficient: 0.6342
Epoch 5: loss did not improve from 0.52668
232/400 [================>.............] - ETA: 1:36 - loss: 0.6603 - dice_coefficient: 0.6343
Epoch 5: loss did not improve from 0.52668
233/400 [================>.............] - ETA: 1:35 - loss: 0.6591 - dice_coefficient: 0.6353
Epoch 5: loss did not improve from 0.52668
234/400 [================>.............] - ETA: 1:35 - loss: 0.6586 - dice_coefficient: 0.6353
Epoch 5: loss did not improve from 0.52668
235/400 [================>.............] - ETA: 1:34 - loss: 0.6573 - dice_coefficient: 0.6361
Epoch 5: loss did not improve from 0.52668
236/400 [================>.............] - ETA: 1:33 - loss: 0.6572 - dice_coefficient: 0.6359
Epoch 5: loss did not improve from 0.52668
237/400 [================>.............] - ETA: 1:33 - loss: 0.6562 - dice_coefficient: 0.6364
Epoch 5: loss did not improve from 0.52668
238/400 [================>.............] - ETA: 1:32 - loss: 0.6554 - dice_coefficient: 0.6366
Epoch 5: loss did not improve from 0.52668
239/400 [================>.............] - ETA: 1:32 - loss: 0.6544 - dice_coefficient: 0.6371
Epoch 5: loss did not improve from 0.52668
240/400 [=================>............] - ETA: 1:31 - loss: 0.6539 - dice_coefficient: 0.6370
Epoch 5: loss did not improve from 0.52668
241/400 [=================>............] - ETA: 1:31 - loss: 0.6525 - dice_coefficient: 0.6377
Epoch 5: loss did not improve from 0.52668
242/400 [=================>............] - ETA: 1:30 - loss: 0.6512 - dice_coefficient: 0.6382
Epoch 5: loss did not improve from 0.52668
243/400 [=================>............] - ETA: 1:29 - loss: 0.6525 - dice_coefficient: 0.6375
Epoch 5: loss did not improve from 0.52668
244/400 [=================>............] - ETA: 1:29 - loss: 0.6577 - dice_coefficient: 0.6356
Epoch 5: loss did not improve from 0.52668
245/400 [=================>............] - ETA: 1:28 - loss: 0.6577 - dice_coefficient: 0.6353
Epoch 5: loss did not improve from 0.52668
246/400 [=================>............] - ETA: 1:28 - loss: 0.6569 - dice_coefficient: 0.6355
Epoch 5: loss did not improve from 0.52668
247/400 [=================>............] - ETA: 1:27 - loss: 0.6565 - dice_coefficient: 0.6355
Epoch 5: loss did not improve from 0.52668
248/400 [=================>............] - ETA: 1:27 - loss: 0.6557 - dice_coefficient: 0.6356
Epoch 5: loss did not improve from 0.52668
249/400 [=================>............] - ETA: 1:26 - loss: 0.6548 - dice_coefficient: 0.6360
Epoch 5: loss did not improve from 0.52668
250/400 [=================>............] - ETA: 1:25 - loss: 0.6544 - dice_coefficient: 0.6362
Epoch 5: loss did not improve from 0.52668
251/400 [=================>............] - ETA: 1:25 - loss: 0.6526 - dice_coefficient: 0.6372
Epoch 5: loss did not improve from 0.52668
252/400 [=================>............] - ETA: 1:24 - loss: 0.6513 - dice_coefficient: 0.6378
Epoch 5: loss did not improve from 0.52668
253/400 [=================>............] - ETA: 1:24 - loss: 0.6500 - dice_coefficient: 0.6386
Epoch 5: loss did not improve from 0.52668
254/400 [==================>...........] - ETA: 1:23 - loss: 0.6492 - dice_coefficient: 0.6389
Epoch 5: loss did not improve from 0.52668
255/400 [==================>...........] - ETA: 1:23 - loss: 0.6501 - dice_coefficient: 0.6383
Epoch 5: loss did not improve from 0.52668
256/400 [==================>...........] - ETA: 1:22 - loss: 0.6494 - dice_coefficient: 0.6385
Epoch 5: loss did not improve from 0.52668
257/400 [==================>...........] - ETA: 1:21 - loss: 0.6486 - dice_coefficient: 0.6390
Epoch 5: loss did not improve from 0.52668
258/400 [==================>...........] - ETA: 1:21 - loss: 0.6499 - dice_coefficient: 0.6382
Epoch 5: loss did not improve from 0.52668
259/400 [==================>...........] - ETA: 1:20 - loss: 0.6491 - dice_coefficient: 0.6384
Epoch 5: loss did not improve from 0.52668
260/400 [==================>...........] - ETA: 1:20 - loss: 0.6485 - dice_coefficient: 0.6387
Epoch 5: loss did not improve from 0.52668
261/400 [==================>...........] - ETA: 1:19 - loss: 0.6481 - dice_coefficient: 0.6387
Epoch 5: loss did not improve from 0.52668
262/400 [==================>...........] - ETA: 1:19 - loss: 0.6469 - dice_coefficient: 0.6392
Epoch 5: loss did not improve from 0.52668
263/400 [==================>...........] - ETA: 1:18 - loss: 0.6460 - dice_coefficient: 0.6398
Epoch 5: loss did not improve from 0.52668
264/400 [==================>...........] - ETA: 1:17 - loss: 0.6449 - dice_coefficient: 0.6405
Epoch 5: loss did not improve from 0.52668
265/400 [==================>...........] - ETA: 1:17 - loss: 0.6441 - dice_coefficient: 0.6408
Epoch 5: loss did not improve from 0.52668
266/400 [==================>...........] - ETA: 1:16 - loss: 0.6436 - dice_coefficient: 0.6411
Epoch 5: loss did not improve from 0.52668
267/400 [===================>..........] - ETA: 1:16 - loss: 0.6422 - dice_coefficient: 0.6420
Epoch 5: loss did not improve from 0.52668
268/400 [===================>..........] - ETA: 1:15 - loss: 0.6415 - dice_coefficient: 0.6422
Epoch 5: loss did not improve from 0.52668
269/400 [===================>..........] - ETA: 1:15 - loss: 0.6405 - dice_coefficient: 0.6427
Epoch 5: loss did not improve from 0.52668
270/400 [===================>..........] - ETA: 1:14 - loss: 0.6394 - dice_coefficient: 0.6433
Epoch 5: loss did not improve from 0.52668
271/400 [===================>..........] - ETA: 1:13 - loss: 0.6384 - dice_coefficient: 0.6438
Epoch 5: loss did not improve from 0.52668
272/400 [===================>..........] - ETA: 1:13 - loss: 0.6373 - dice_coefficient: 0.6446
Epoch 5: loss did not improve from 0.52668
273/400 [===================>..........] - ETA: 1:12 - loss: 0.6364 - dice_coefficient: 0.6451
Epoch 5: loss did not improve from 0.52668
274/400 [===================>..........] - ETA: 1:12 - loss: 0.6354 - dice_coefficient: 0.6457
Epoch 5: loss did not improve from 0.52668
275/400 [===================>..........] - ETA: 1:11 - loss: 0.6362 - dice_coefficient: 0.6451
Epoch 5: loss did not improve from 0.52668
276/400 [===================>..........] - ETA: 1:11 - loss: 0.6361 - dice_coefficient: 0.6450
Epoch 5: loss did not improve from 0.52668
277/400 [===================>..........] - ETA: 1:10 - loss: 0.6356 - dice_coefficient: 0.6451
Epoch 5: loss did not improve from 0.52668
278/400 [===================>..........] - ETA: 1:09 - loss: 0.6344 - dice_coefficient: 0.6459
Epoch 5: loss did not improve from 0.52668
279/400 [===================>..........] - ETA: 1:09 - loss: 0.6340 - dice_coefficient: 0.6460
Epoch 5: loss did not improve from 0.52668
280/400 [====================>.........] - ETA: 1:08 - loss: 0.6327 - dice_coefficient: 0.6467
Epoch 5: loss did not improve from 0.52668
281/400 [====================>.........] - ETA: 1:08 - loss: 0.6360 - dice_coefficient: 0.6453
Epoch 5: loss did not improve from 0.52668
282/400 [====================>.........] - ETA: 1:07 - loss: 0.6351 - dice_coefficient: 0.6458
Epoch 5: loss did not improve from 0.52668
283/400 [====================>.........] - ETA: 1:07 - loss: 0.6345 - dice_coefficient: 0.6461
Epoch 5: loss did not improve from 0.52668
284/400 [====================>.........] - ETA: 1:06 - loss: 0.6338 - dice_coefficient: 0.6466
Epoch 5: loss did not improve from 0.52668
285/400 [====================>.........] - ETA: 1:05 - loss: 0.6328 - dice_coefficient: 0.6470
Epoch 5: loss did not improve from 0.52668
286/400 [====================>.........] - ETA: 1:05 - loss: 0.6332 - dice_coefficient: 0.6475
Epoch 5: loss did not improve from 0.52668
287/400 [====================>.........] - ETA: 1:04 - loss: 0.6351 - dice_coefficient: 0.6464
Epoch 5: loss did not improve from 0.52668
288/400 [====================>.........] - ETA: 1:04 - loss: 0.6339 - dice_coefficient: 0.6471
Epoch 5: loss did not improve from 0.52668
289/400 [====================>.........] - ETA: 1:03 - loss: 0.6329 - dice_coefficient: 0.6474
Epoch 5: loss did not improve from 0.52668
290/400 [====================>.........] - ETA: 1:03 - loss: 0.6340 - dice_coefficient: 0.6467
Epoch 5: loss did not improve from 0.52668
291/400 [====================>.........] - ETA: 1:02 - loss: 0.6332 - dice_coefficient: 0.6469
Epoch 5: loss did not improve from 0.52668
292/400 [====================>.........] - ETA: 1:01 - loss: 0.6340 - dice_coefficient: 0.6463
Epoch 5: loss did not improve from 0.52668
293/400 [====================>.........] - ETA: 1:01 - loss: 0.6343 - dice_coefficient: 0.6459
Epoch 5: loss did not improve from 0.52668
294/400 [=====================>........] - ETA: 1:00 - loss: 0.6333 - dice_coefficient: 0.6463
Epoch 5: loss did not improve from 0.52668
295/400 [=====================>........] - ETA: 1:00 - loss: 0.6319 - dice_coefficient: 0.6471
Epoch 5: loss did not improve from 0.52668
296/400 [=====================>........] - ETA: 59s - loss: 0.6322 - dice_coefficient: 0.6468 
Epoch 5: loss did not improve from 0.52668
297/400 [=====================>........] - ETA: 59s - loss: 0.6321 - dice_coefficient: 0.6467
Epoch 5: loss did not improve from 0.52668
298/400 [=====================>........] - ETA: 58s - loss: 0.6322 - dice_coefficient: 0.6464
Epoch 5: loss did not improve from 0.52668
299/400 [=====================>........] - ETA: 57s - loss: 0.6347 - dice_coefficient: 0.6453
Epoch 5: loss did not improve from 0.52668
300/400 [=====================>........] - ETA: 57s - loss: 0.6343 - dice_coefficient: 0.6456
Epoch 5: loss did not improve from 0.52668
301/400 [=====================>........] - ETA: 56s - loss: 0.6330 - dice_coefficient: 0.6462
Epoch 5: loss did not improve from 0.52668
302/400 [=====================>........] - ETA: 56s - loss: 0.6371 - dice_coefficient: 0.6447
Epoch 5: loss did not improve from 0.52668
303/400 [=====================>........] - ETA: 55s - loss: 0.6358 - dice_coefficient: 0.6452
Epoch 5: loss did not improve from 0.52668
304/400 [=====================>........] - ETA: 55s - loss: 0.6387 - dice_coefficient: 0.6440
Epoch 5: loss did not improve from 0.52668
305/400 [=====================>........] - ETA: 54s - loss: 0.6379 - dice_coefficient: 0.6444
Epoch 5: loss did not improve from 0.52668
306/400 [=====================>........] - ETA: 53s - loss: 0.6420 - dice_coefficient: 0.6429
Epoch 5: loss did not improve from 0.52668
307/400 [======================>.......] - ETA: 53s - loss: 0.6418 - dice_coefficient: 0.6429
Epoch 5: loss did not improve from 0.52668
308/400 [======================>.......] - ETA: 52s - loss: 0.6414 - dice_coefficient: 0.6432
Epoch 5: loss did not improve from 0.52668
309/400 [======================>.......] - ETA: 52s - loss: 0.6418 - dice_coefficient: 0.6427
Epoch 5: loss did not improve from 0.52668
310/400 [======================>.......] - ETA: 51s - loss: 0.6411 - dice_coefficient: 0.6430
Epoch 5: loss did not improve from 0.52668
311/400 [======================>.......] - ETA: 51s - loss: 0.6410 - dice_coefficient: 0.6430
Epoch 5: loss did not improve from 0.52668
312/400 [======================>.......] - ETA: 50s - loss: 0.6406 - dice_coefficient: 0.6430
Epoch 5: loss did not improve from 0.52668
313/400 [======================>.......] - ETA: 49s - loss: 0.6416 - dice_coefficient: 0.6424
Epoch 5: loss did not improve from 0.52668
314/400 [======================>.......] - ETA: 49s - loss: 0.6420 - dice_coefficient: 0.6421
Epoch 5: loss did not improve from 0.52668
315/400 [======================>.......] - ETA: 48s - loss: 0.6452 - dice_coefficient: 0.6407
Epoch 5: loss did not improve from 0.52668
316/400 [======================>.......] - ETA: 48s - loss: 0.6445 - dice_coefficient: 0.6411
Epoch 5: loss did not improve from 0.52668
317/400 [======================>.......] - ETA: 47s - loss: 0.6442 - dice_coefficient: 0.6412
Epoch 5: loss did not improve from 0.52668
318/400 [======================>.......] - ETA: 47s - loss: 0.6435 - dice_coefficient: 0.6417
Epoch 5: loss did not improve from 0.52668
319/400 [======================>.......] - ETA: 46s - loss: 0.6425 - dice_coefficient: 0.6421
Epoch 5: loss did not improve from 0.52668
320/400 [=======================>......] - ETA: 45s - loss: 0.6427 - dice_coefficient: 0.6418
Epoch 5: loss did not improve from 0.52668
321/400 [=======================>......] - ETA: 45s - loss: 0.6415 - dice_coefficient: 0.6424
Epoch 5: loss did not improve from 0.52668
322/400 [=======================>......] - ETA: 44s - loss: 0.6443 - dice_coefficient: 0.6412
Epoch 5: loss did not improve from 0.52668
323/400 [=======================>......] - ETA: 44s - loss: 0.6443 - dice_coefficient: 0.6410
Epoch 5: loss did not improve from 0.52668
324/400 [=======================>......] - ETA: 43s - loss: 0.6443 - dice_coefficient: 0.6409
Epoch 5: loss did not improve from 0.52668
325/400 [=======================>......] - ETA: 43s - loss: 0.6430 - dice_coefficient: 0.6416
Epoch 5: loss did not improve from 0.52668
326/400 [=======================>......] - ETA: 42s - loss: 0.6468 - dice_coefficient: 0.6402
Epoch 5: loss did not improve from 0.52668
327/400 [=======================>......] - ETA: 41s - loss: 0.6459 - dice_coefficient: 0.6406
Epoch 5: loss did not improve from 0.52668
328/400 [=======================>......] - ETA: 41s - loss: 0.6943 - dice_coefficient: 0.6386
Epoch 5: loss did not improve from 0.52668
329/400 [=======================>......] - ETA: 40s - loss: 0.6930 - dice_coefficient: 0.6391
Epoch 5: loss did not improve from 0.52668
330/400 [=======================>......] - ETA: 40s - loss: 0.6924 - dice_coefficient: 0.6398
Epoch 5: loss did not improve from 0.52668
331/400 [=======================>......] - ETA: 39s - loss: 0.6911 - dice_coefficient: 0.6404
Epoch 5: loss did not improve from 0.52668
332/400 [=======================>......] - ETA: 38s - loss: 0.6903 - dice_coefficient: 0.6406
Epoch 5: loss did not improve from 0.52668
333/400 [=======================>......] - ETA: 38s - loss: 0.6906 - dice_coefficient: 0.6402
Epoch 5: loss did not improve from 0.52668
334/400 [========================>.....] - ETA: 37s - loss: 0.6911 - dice_coefficient: 0.6397
Epoch 5: loss did not improve from 0.52668
335/400 [========================>.....] - ETA: 37s - loss: 0.6905 - dice_coefficient: 0.6400
Epoch 5: loss did not improve from 0.52668
336/400 [========================>.....] - ETA: 36s - loss: 0.6891 - dice_coefficient: 0.6407
Epoch 5: loss did not improve from 0.52668
337/400 [========================>.....] - ETA: 36s - loss: 0.6883 - dice_coefficient: 0.6410
Epoch 5: loss did not improve from 0.52668
338/400 [========================>.....] - ETA: 35s - loss: 0.6881 - dice_coefficient: 0.6408
Epoch 5: loss did not improve from 0.52668
339/400 [========================>.....] - ETA: 34s - loss: 0.6870 - dice_coefficient: 0.6413
Epoch 5: loss did not improve from 0.52668
340/400 [========================>.....] - ETA: 34s - loss: 0.6865 - dice_coefficient: 0.6413
Epoch 5: loss did not improve from 0.52668
341/400 [========================>.....] - ETA: 33s - loss: 0.6863 - dice_coefficient: 0.6412
Epoch 5: loss did not improve from 0.52668
342/400 [========================>.....] - ETA: 33s - loss: 0.6872 - dice_coefficient: 0.6404
Epoch 5: loss did not improve from 0.52668
343/400 [========================>.....] - ETA: 32s - loss: 0.6892 - dice_coefficient: 0.6394
Epoch 5: loss did not improve from 0.52668
344/400 [========================>.....] - ETA: 32s - loss: 0.6911 - dice_coefficient: 0.6384
Epoch 5: loss did not improve from 0.52668
345/400 [========================>.....] - ETA: 31s - loss: 0.6910 - dice_coefficient: 0.6382
Epoch 5: loss did not improve from 0.52668
346/400 [========================>.....] - ETA: 30s - loss: 0.6914 - dice_coefficient: 0.6378
Epoch 5: loss did not improve from 0.52668
347/400 [=========================>....] - ETA: 30s - loss: 0.6908 - dice_coefficient: 0.6382
Epoch 5: loss did not improve from 0.52668
348/400 [=========================>....] - ETA: 29s - loss: 0.6900 - dice_coefficient: 0.6383
Epoch 5: loss did not improve from 0.52668
349/400 [=========================>....] - ETA: 29s - loss: 0.6898 - dice_coefficient: 0.6383
Epoch 5: loss did not improve from 0.52668
350/400 [=========================>....] - ETA: 28s - loss: 0.6891 - dice_coefficient: 0.6386
Epoch 5: loss did not improve from 0.52668
351/400 [=========================>....] - ETA: 28s - loss: 0.6896 - dice_coefficient: 0.6381
Epoch 5: loss did not improve from 0.52668
352/400 [=========================>....] - ETA: 27s - loss: 0.6892 - dice_coefficient: 0.6381
Epoch 5: loss did not improve from 0.52668
353/400 [=========================>....] - ETA: 26s - loss: 0.6891 - dice_coefficient: 0.6380
Epoch 5: loss did not improve from 0.52668
354/400 [=========================>....] - ETA: 26s - loss: 0.6888 - dice_coefficient: 0.6381
Epoch 5: loss did not improve from 0.52668
355/400 [=========================>....] - ETA: 25s - loss: 0.6877 - dice_coefficient: 0.6386
Epoch 5: loss did not improve from 0.52668
356/400 [=========================>....] - ETA: 25s - loss: 0.6888 - dice_coefficient: 0.6379
Epoch 5: loss did not improve from 0.52668
357/400 [=========================>....] - ETA: 24s - loss: 0.6880 - dice_coefficient: 0.6382
Epoch 5: loss did not improve from 0.52668
358/400 [=========================>....] - ETA: 24s - loss: 0.6877 - dice_coefficient: 0.6381
Epoch 5: loss did not improve from 0.52668
359/400 [=========================>....] - ETA: 23s - loss: 0.6890 - dice_coefficient: 0.6373
Epoch 5: loss did not improve from 0.52668
360/400 [==========================>...] - ETA: 22s - loss: 0.6882 - dice_coefficient: 0.6376
Epoch 5: loss did not improve from 0.52668
361/400 [==========================>...] - ETA: 22s - loss: 0.6875 - dice_coefficient: 0.6377
Epoch 5: loss did not improve from 0.52668
362/400 [==========================>...] - ETA: 21s - loss: 0.6866 - dice_coefficient: 0.6381
Epoch 5: loss did not improve from 0.52668
363/400 [==========================>...] - ETA: 21s - loss: 0.6853 - dice_coefficient: 0.6388
Epoch 5: loss did not improve from 0.52668
364/400 [==========================>...] - ETA: 20s - loss: 0.6845 - dice_coefficient: 0.6393
Epoch 5: loss did not improve from 0.52668
365/400 [==========================>...] - ETA: 20s - loss: 0.6840 - dice_coefficient: 0.6393
Epoch 5: loss did not improve from 0.52668
366/400 [==========================>...] - ETA: 19s - loss: 0.6854 - dice_coefficient: 0.6386
Epoch 5: loss did not improve from 0.52668
367/400 [==========================>...] - ETA: 18s - loss: 0.6888 - dice_coefficient: 0.6374
Epoch 5: loss did not improve from 0.52668
368/400 [==========================>...] - ETA: 18s - loss: 0.6878 - dice_coefficient: 0.6379
Epoch 5: loss did not improve from 0.52668
369/400 [==========================>...] - ETA: 17s - loss: 0.6867 - dice_coefficient: 0.6385
Epoch 5: loss did not improve from 0.52668
370/400 [==========================>...] - ETA: 17s - loss: 0.6862 - dice_coefficient: 0.6386
Epoch 5: loss did not improve from 0.52668
371/400 [==========================>...] - ETA: 16s - loss: 0.6862 - dice_coefficient: 0.6383
Epoch 5: loss did not improve from 0.52668
372/400 [==========================>...] - ETA: 16s - loss: 0.6855 - dice_coefficient: 0.6386
Epoch 5: loss did not improve from 0.52668
373/400 [==========================>...] - ETA: 15s - loss: 0.6867 - dice_coefficient: 0.6389
Epoch 5: loss did not improve from 0.52668
374/400 [===========================>..] - ETA: 14s - loss: 0.6857 - dice_coefficient: 0.6394
Epoch 5: loss did not improve from 0.52668
375/400 [===========================>..] - ETA: 14s - loss: 0.6846 - dice_coefficient: 0.6400
Epoch 5: loss did not improve from 0.52668
376/400 [===========================>..] - ETA: 13s - loss: 0.6846 - dice_coefficient: 0.6398
Epoch 5: loss did not improve from 0.52668
377/400 [===========================>..] - ETA: 13s - loss: 0.6840 - dice_coefficient: 0.6401
Epoch 5: loss did not improve from 0.52668
378/400 [===========================>..] - ETA: 12s - loss: 0.6828 - dice_coefficient: 0.6406
Epoch 5: loss did not improve from 0.52668
379/400 [===========================>..] - ETA: 12s - loss: 0.6823 - dice_coefficient: 0.6411
Epoch 5: loss did not improve from 0.52668
380/400 [===========================>..] - ETA: 11s - loss: 0.6824 - dice_coefficient: 0.6408
Epoch 5: loss did not improve from 0.52668
381/400 [===========================>..] - ETA: 10s - loss: 0.6811 - dice_coefficient: 0.6414
Epoch 5: loss did not improve from 0.52668
382/400 [===========================>..] - ETA: 10s - loss: 0.6803 - dice_coefficient: 0.6417
Epoch 5: loss did not improve from 0.52668
383/400 [===========================>..] - ETA: 9s - loss: 0.6800 - dice_coefficient: 0.6416 
Epoch 5: loss did not improve from 0.52668
384/400 [===========================>..] - ETA: 9s - loss: 0.6805 - dice_coefficient: 0.6411
Epoch 5: loss did not improve from 0.52668
385/400 [===========================>..] - ETA: 8s - loss: 0.6803 - dice_coefficient: 0.6411
Epoch 5: loss did not improve from 0.52668
386/400 [===========================>..] - ETA: 8s - loss: 0.6806 - dice_coefficient: 0.6406
Epoch 5: loss did not improve from 0.52668
387/400 [============================>.] - ETA: 7s - loss: 0.6796 - dice_coefficient: 0.6410
Epoch 5: loss did not improve from 0.52668
388/400 [============================>.] - ETA: 6s - loss: 0.6785 - dice_coefficient: 0.6416
Epoch 5: loss did not improve from 0.52668
389/400 [============================>.] - ETA: 6s - loss: 0.6782 - dice_coefficient: 0.6417
Epoch 5: loss did not improve from 0.52668
390/400 [============================>.] - ETA: 5s - loss: 0.6771 - dice_coefficient: 0.6422
Epoch 5: loss did not improve from 0.52668
391/400 [============================>.] - ETA: 5s - loss: 0.6768 - dice_coefficient: 0.6422
Epoch 5: loss did not improve from 0.52668
392/400 [============================>.] - ETA: 4s - loss: 0.6773 - dice_coefficient: 0.6417
Epoch 5: loss did not improve from 0.52668
393/400 [============================>.] - ETA: 4s - loss: 0.6763 - dice_coefficient: 0.6423
Epoch 5: loss did not improve from 0.52668
394/400 [============================>.] - ETA: 3s - loss: 0.6767 - dice_coefficient: 0.6424
Epoch 5: loss did not improve from 0.52668
395/400 [============================>.] - ETA: 2s - loss: 0.6762 - dice_coefficient: 0.6426
Epoch 5: loss did not improve from 0.52668
396/400 [============================>.] - ETA: 2s - loss: 0.6769 - dice_coefficient: 0.6422
Epoch 5: loss did not improve from 0.52668
397/400 [============================>.] - ETA: 1s - loss: 0.6759 - dice_coefficient: 0.6426
Epoch 5: loss did not improve from 0.52668
398/400 [============================>.] - ETA: 1s - loss: 0.6753 - dice_coefficient: 0.6427
Epoch 5: loss did not improve from 0.52668
399/400 [============================>.] - ETA: 0s - loss: 0.6747 - dice_coefficient: 0.6429
Epoch 5: loss did not improve from 0.52668
400/400 [==============================] - 231s 577ms/step - loss: 0.6741 - dice_coefficient: 0.6432 - val_loss: 0.9614 - val_dice_coefficient: 0.5085 - lr: 1.0000e-04
Epoch 6/30

Epoch 6: loss improved from 0.52668 to 0.29088, saving model to model-0.29.h5
  1/400 [..............................] - ETA: 4:50 - loss: 0.2909 - dice_coefficient: 0.8614
Epoch 6: loss did not improve from 0.29088
  2/400 [..............................] - ETA: 3:48 - loss: 0.4226 - dice_coefficient: 0.7440
Epoch 6: loss did not improve from 0.29088
  3/400 [..............................] - ETA: 3:51 - loss: 0.3732 - dice_coefficient: 0.7656
Epoch 6: loss did not improve from 0.29088
  4/400 [..............................] - ETA: 3:48 - loss: 0.3667 - dice_coefficient: 0.7858
Epoch 6: loss did not improve from 0.29088
  5/400 [..............................] - ETA: 3:47 - loss: 0.4309 - dice_coefficient: 0.7500
Epoch 6: loss did not improve from 0.29088
  6/400 [..............................] - ETA: 3:47 - loss: 0.5251 - dice_coefficient: 0.6934
Epoch 6: loss did not improve from 0.29088
  7/400 [..............................] - ETA: 3:47 - loss: 0.4864 - dice_coefficient: 0.7172
Epoch 6: loss did not improve from 0.29088
  8/400 [..............................] - ETA: 3:45 - loss: 0.5334 - dice_coefficient: 0.6889
Epoch 6: loss did not improve from 0.29088
  9/400 [..............................] - ETA: 3:44 - loss: 0.5811 - dice_coefficient: 0.6588
Epoch 6: loss did not improve from 0.29088
 10/400 [..............................] - ETA: 3:44 - loss: 0.5560 - dice_coefficient: 0.6737
Epoch 6: loss did not improve from 0.29088
 11/400 [..............................] - ETA: 3:43 - loss: 0.5934 - dice_coefficient: 0.6519
Epoch 6: loss did not improve from 0.29088
 12/400 [..............................] - ETA: 3:42 - loss: 0.5916 - dice_coefficient: 0.6468
Epoch 6: loss did not improve from 0.29088
 13/400 [..............................] - ETA: 3:42 - loss: 0.6077 - dice_coefficient: 0.6335
Epoch 6: loss did not improve from 0.29088
 14/400 [>.............................] - ETA: 3:41 - loss: 0.5852 - dice_coefficient: 0.6490
Epoch 6: loss did not improve from 0.29088
 15/400 [>.............................] - ETA: 3:40 - loss: 0.5964 - dice_coefficient: 0.6410
Epoch 6: loss did not improve from 0.29088
 16/400 [>.............................] - ETA: 3:40 - loss: 0.5927 - dice_coefficient: 0.6514
Epoch 6: loss did not improve from 0.29088
 17/400 [>.............................] - ETA: 3:39 - loss: 0.5968 - dice_coefficient: 0.6479
Epoch 6: loss did not improve from 0.29088
 18/400 [>.............................] - ETA: 3:38 - loss: 0.6003 - dice_coefficient: 0.6418
Epoch 6: loss did not improve from 0.29088
 19/400 [>.............................] - ETA: 3:38 - loss: 0.6086 - dice_coefficient: 0.6371
Epoch 6: loss did not improve from 0.29088
 20/400 [>.............................] - ETA: 3:37 - loss: 0.5951 - dice_coefficient: 0.6455
Epoch 6: loss did not improve from 0.29088
 21/400 [>.............................] - ETA: 3:36 - loss: 0.5867 - dice_coefficient: 0.6480
Epoch 6: loss did not improve from 0.29088
 22/400 [>.............................] - ETA: 3:36 - loss: 0.5736 - dice_coefficient: 0.6550
Epoch 6: loss did not improve from 0.29088
 23/400 [>.............................] - ETA: 3:35 - loss: 0.5615 - dice_coefficient: 0.6623
Epoch 6: loss did not improve from 0.29088
 24/400 [>.............................] - ETA: 3:35 - loss: 0.5517 - dice_coefficient: 0.6682
Epoch 6: loss did not improve from 0.29088
 25/400 [>.............................] - ETA: 3:34 - loss: 0.5668 - dice_coefficient: 0.6581
Epoch 6: loss did not improve from 0.29088
 26/400 [>.............................] - ETA: 3:34 - loss: 0.5713 - dice_coefficient: 0.6597
Epoch 6: loss did not improve from 0.29088
 27/400 [=>............................] - ETA: 3:33 - loss: 0.5610 - dice_coefficient: 0.6643
Epoch 6: loss did not improve from 0.29088
 28/400 [=>............................] - ETA: 3:33 - loss: 0.5504 - dice_coefficient: 0.6713
Epoch 6: loss did not improve from 0.29088
 29/400 [=>............................] - ETA: 3:32 - loss: 0.5679 - dice_coefficient: 0.6617
Epoch 6: loss did not improve from 0.29088
 30/400 [=>............................] - ETA: 3:32 - loss: 0.5710 - dice_coefficient: 0.6661
Epoch 6: loss did not improve from 0.29088
 31/400 [=>............................] - ETA: 3:31 - loss: 0.5594 - dice_coefficient: 0.6719
Epoch 6: loss did not improve from 0.29088
 32/400 [=>............................] - ETA: 3:31 - loss: 0.5621 - dice_coefficient: 0.6692
Epoch 6: loss did not improve from 0.29088
 33/400 [=>............................] - ETA: 3:30 - loss: 0.5516 - dice_coefficient: 0.6757
Epoch 6: loss did not improve from 0.29088
 34/400 [=>............................] - ETA: 3:29 - loss: 0.5520 - dice_coefficient: 0.6802
Epoch 6: loss did not improve from 0.29088
 35/400 [=>............................] - ETA: 3:29 - loss: 0.5442 - dice_coefficient: 0.6852
Epoch 6: loss did not improve from 0.29088
 36/400 [=>............................] - ETA: 3:28 - loss: 0.5393 - dice_coefficient: 0.6890
Epoch 6: loss did not improve from 0.29088
 37/400 [=>............................] - ETA: 3:28 - loss: 0.5328 - dice_coefficient: 0.6922
Epoch 6: loss did not improve from 0.29088
 38/400 [=>............................] - ETA: 3:27 - loss: 0.5320 - dice_coefficient: 0.6926
Epoch 6: loss did not improve from 0.29088
 39/400 [=>............................] - ETA: 3:27 - loss: 0.5284 - dice_coefficient: 0.6935
Epoch 6: loss did not improve from 0.29088
 40/400 [==>...........................] - ETA: 3:26 - loss: 0.5253 - dice_coefficient: 0.6940
Epoch 6: loss did not improve from 0.29088
 41/400 [==>...........................] - ETA: 3:25 - loss: 0.5234 - dice_coefficient: 0.6943
Epoch 6: loss did not improve from 0.29088
 42/400 [==>...........................] - ETA: 3:25 - loss: 0.5168 - dice_coefficient: 0.6976
Epoch 6: loss did not improve from 0.29088
 43/400 [==>...........................] - ETA: 3:24 - loss: 0.5270 - dice_coefficient: 0.6937
Epoch 6: loss did not improve from 0.29088
 44/400 [==>...........................] - ETA: 3:24 - loss: 0.5217 - dice_coefficient: 0.6962
Epoch 6: loss did not improve from 0.29088
 45/400 [==>...........................] - ETA: 3:23 - loss: 0.5173 - dice_coefficient: 0.6977
Epoch 6: loss did not improve from 0.29088
 46/400 [==>...........................] - ETA: 3:23 - loss: 0.5192 - dice_coefficient: 0.6957
Epoch 6: loss did not improve from 0.29088
 47/400 [==>...........................] - ETA: 3:22 - loss: 0.5167 - dice_coefficient: 0.6964
Epoch 6: loss did not improve from 0.29088
 48/400 [==>...........................] - ETA: 3:22 - loss: 0.5129 - dice_coefficient: 0.6976
Epoch 6: loss did not improve from 0.29088
 49/400 [==>...........................] - ETA: 3:21 - loss: 0.5133 - dice_coefficient: 0.6960
Epoch 6: loss did not improve from 0.29088
 50/400 [==>...........................] - ETA: 3:20 - loss: 0.8325 - dice_coefficient: 0.6821
Epoch 6: loss did not improve from 0.29088
 51/400 [==>...........................] - ETA: 3:20 - loss: 0.8404 - dice_coefficient: 0.6748
Epoch 6: loss did not improve from 0.29088
 52/400 [==>...........................] - ETA: 3:19 - loss: 0.8350 - dice_coefficient: 0.6744
Epoch 6: loss did not improve from 0.29088
 53/400 [==>...........................] - ETA: 3:19 - loss: 0.8278 - dice_coefficient: 0.6748
Epoch 6: loss did not improve from 0.29088
 54/400 [===>..........................] - ETA: 3:18 - loss: 0.8171 - dice_coefficient: 0.6784
Epoch 6: loss did not improve from 0.29088
 55/400 [===>..........................] - ETA: 3:17 - loss: 0.8060 - dice_coefficient: 0.6821
Epoch 6: loss did not improve from 0.29088
 56/400 [===>..........................] - ETA: 3:17 - loss: 0.8050 - dice_coefficient: 0.6788
Epoch 6: loss did not improve from 0.29088
 57/400 [===>..........................] - ETA: 3:16 - loss: 0.7967 - dice_coefficient: 0.6807
Epoch 6: loss did not improve from 0.29088
 58/400 [===>..........................] - ETA: 3:16 - loss: 0.7886 - dice_coefficient: 0.6820
Epoch 6: loss did not improve from 0.29088
 59/400 [===>..........................] - ETA: 3:15 - loss: 0.7806 - dice_coefficient: 0.6840
Epoch 6: loss did not improve from 0.29088
 60/400 [===>..........................] - ETA: 3:15 - loss: 0.7715 - dice_coefficient: 0.6871
Epoch 6: loss did not improve from 0.29088
 61/400 [===>..........................] - ETA: 3:14 - loss: 0.7664 - dice_coefficient: 0.6874
Epoch 6: loss did not improve from 0.29088
 62/400 [===>..........................] - ETA: 3:13 - loss: 0.7637 - dice_coefficient: 0.6860
Epoch 6: loss did not improve from 0.29088
 63/400 [===>..........................] - ETA: 3:13 - loss: 0.7621 - dice_coefficient: 0.6859
Epoch 6: loss did not improve from 0.29088
 64/400 [===>..........................] - ETA: 3:12 - loss: 0.7556 - dice_coefficient: 0.6873
Epoch 6: loss did not improve from 0.29088
 65/400 [===>..........................] - ETA: 3:12 - loss: 0.7480 - dice_coefficient: 0.6899
Epoch 6: loss did not improve from 0.29088
 66/400 [===>..........................] - ETA: 3:11 - loss: 0.7569 - dice_coefficient: 0.6840
Epoch 6: loss did not improve from 0.29088
 67/400 [====>.........................] - ETA: 3:11 - loss: 0.7584 - dice_coefficient: 0.6809
Epoch 6: loss did not improve from 0.29088
 68/400 [====>.........................] - ETA: 3:10 - loss: 0.7657 - dice_coefficient: 0.6755
Epoch 6: loss did not improve from 0.29088
 69/400 [====>.........................] - ETA: 3:10 - loss: 0.7654 - dice_coefficient: 0.6734
Epoch 6: loss did not improve from 0.29088
 70/400 [====>.........................] - ETA: 3:09 - loss: 0.7596 - dice_coefficient: 0.6748
Epoch 6: loss did not improve from 0.29088
 71/400 [====>.........................] - ETA: 3:09 - loss: 0.7536 - dice_coefficient: 0.6767
Epoch 6: loss did not improve from 0.29088
 72/400 [====>.........................] - ETA: 3:08 - loss: 0.7557 - dice_coefficient: 0.6733
Epoch 6: loss did not improve from 0.29088
 73/400 [====>.........................] - ETA: 3:08 - loss: 0.7533 - dice_coefficient: 0.6725
Epoch 6: loss did not improve from 0.29088
 74/400 [====>.........................] - ETA: 3:07 - loss: 0.7498 - dice_coefficient: 0.6749
Epoch 6: loss did not improve from 0.29088
 75/400 [====>.........................] - ETA: 3:06 - loss: 0.7475 - dice_coefficient: 0.6751
Epoch 6: loss did not improve from 0.29088
 76/400 [====>.........................] - ETA: 3:06 - loss: 0.7408 - dice_coefficient: 0.6776
Epoch 6: loss did not improve from 0.29088
 77/400 [====>.........................] - ETA: 3:05 - loss: 0.7443 - dice_coefficient: 0.6740
Epoch 6: loss did not improve from 0.29088
 78/400 [====>.........................] - ETA: 3:05 - loss: 0.7590 - dice_coefficient: 0.6678
Epoch 6: loss did not improve from 0.29088
 79/400 [====>.........................] - ETA: 3:04 - loss: 0.7520 - dice_coefficient: 0.6711
Epoch 6: loss did not improve from 0.29088
 80/400 [=====>........................] - ETA: 3:04 - loss: 0.7520 - dice_coefficient: 0.6689
Epoch 6: loss did not improve from 0.29088
 81/400 [=====>........................] - ETA: 3:03 - loss: 0.7502 - dice_coefficient: 0.6685
Epoch 6: loss did not improve from 0.29088
 82/400 [=====>........................] - ETA: 3:02 - loss: 0.7452 - dice_coefficient: 0.6705
Epoch 6: loss did not improve from 0.29088
 83/400 [=====>........................] - ETA: 3:02 - loss: 0.7446 - dice_coefficient: 0.6695
Epoch 6: loss did not improve from 0.29088
 84/400 [=====>........................] - ETA: 3:01 - loss: 0.7419 - dice_coefficient: 0.6692
Epoch 6: loss did not improve from 0.29088
 85/400 [=====>........................] - ETA: 3:01 - loss: 0.7374 - dice_coefficient: 0.6700
Epoch 6: loss did not improve from 0.29088
 86/400 [=====>........................] - ETA: 3:00 - loss: 0.7349 - dice_coefficient: 0.6707
Epoch 6: loss did not improve from 0.29088
 87/400 [=====>........................] - ETA: 3:00 - loss: 0.7337 - dice_coefficient: 0.6703
Epoch 6: loss did not improve from 0.29088
 88/400 [=====>........................] - ETA: 2:59 - loss: 0.7298 - dice_coefficient: 0.6712
Epoch 6: loss did not improve from 0.29088
 89/400 [=====>........................] - ETA: 2:58 - loss: 0.7248 - dice_coefficient: 0.6726
Epoch 6: loss did not improve from 0.29088
 90/400 [=====>........................] - ETA: 2:58 - loss: 0.7254 - dice_coefficient: 0.6710
Epoch 6: loss did not improve from 0.29088
 91/400 [=====>........................] - ETA: 2:57 - loss: 0.7210 - dice_coefficient: 0.6724
Epoch 6: loss did not improve from 0.29088
 92/400 [=====>........................] - ETA: 2:57 - loss: 0.7181 - dice_coefficient: 0.6729
Epoch 6: loss did not improve from 0.29088
 93/400 [=====>........................] - ETA: 2:56 - loss: 0.7152 - dice_coefficient: 0.6731
Epoch 6: loss did not improve from 0.29088
 94/400 [======>.......................] - ETA: 2:56 - loss: 0.7263 - dice_coefficient: 0.6681
Epoch 6: loss did not improve from 0.29088
 95/400 [======>.......................] - ETA: 2:55 - loss: 0.7212 - dice_coefficient: 0.6697
Epoch 6: loss did not improve from 0.29088
 96/400 [======>.......................] - ETA: 2:54 - loss: 0.7202 - dice_coefficient: 0.6693
Epoch 6: loss did not improve from 0.29088
 97/400 [======>.......................] - ETA: 2:54 - loss: 0.7171 - dice_coefficient: 0.6701
Epoch 6: loss did not improve from 0.29088
 98/400 [======>.......................] - ETA: 2:53 - loss: 0.7134 - dice_coefficient: 0.6715
Epoch 6: loss did not improve from 0.29088
 99/400 [======>.......................] - ETA: 2:53 - loss: 0.7080 - dice_coefficient: 0.6740
Epoch 6: loss did not improve from 0.29088
100/400 [======>.......................] - ETA: 2:52 - loss: 0.7070 - dice_coefficient: 0.6733
Epoch 6: loss did not improve from 0.29088
101/400 [======>.......................] - ETA: 2:52 - loss: 0.7042 - dice_coefficient: 0.6735
Epoch 6: loss did not improve from 0.29088
102/400 [======>.......................] - ETA: 2:51 - loss: 0.7015 - dice_coefficient: 0.6741
Epoch 6: loss did not improve from 0.29088
103/400 [======>.......................] - ETA: 2:50 - loss: 0.6984 - dice_coefficient: 0.6751
Epoch 6: loss did not improve from 0.29088
104/400 [======>.......................] - ETA: 2:50 - loss: 0.6969 - dice_coefficient: 0.6749
Epoch 6: loss did not improve from 0.29088
105/400 [======>.......................] - ETA: 2:49 - loss: 0.6940 - dice_coefficient: 0.6761
Epoch 6: loss did not improve from 0.29088
106/400 [======>.......................] - ETA: 2:49 - loss: 0.6914 - dice_coefficient: 0.6765
Epoch 6: loss did not improve from 0.29088
107/400 [=======>......................] - ETA: 2:48 - loss: 0.6956 - dice_coefficient: 0.6735
Epoch 6: loss did not improve from 0.29088
108/400 [=======>......................] - ETA: 2:48 - loss: 0.6921 - dice_coefficient: 0.6746
Epoch 6: loss did not improve from 0.29088
109/400 [=======>......................] - ETA: 2:47 - loss: 0.6879 - dice_coefficient: 0.6766
Epoch 6: loss did not improve from 0.29088
110/400 [=======>......................] - ETA: 2:46 - loss: 0.6868 - dice_coefficient: 0.6767
Epoch 6: loss did not improve from 0.29088
111/400 [=======>......................] - ETA: 2:46 - loss: 0.6860 - dice_coefficient: 0.6760
Epoch 6: loss did not improve from 0.29088
112/400 [=======>......................] - ETA: 2:45 - loss: 0.6865 - dice_coefficient: 0.6746
Epoch 6: loss did not improve from 0.29088
113/400 [=======>......................] - ETA: 2:45 - loss: 0.6829 - dice_coefficient: 0.6759
Epoch 6: loss did not improve from 0.29088
114/400 [=======>......................] - ETA: 2:44 - loss: 0.6803 - dice_coefficient: 0.6766
Epoch 6: loss did not improve from 0.29088
115/400 [=======>......................] - ETA: 2:43 - loss: 0.6802 - dice_coefficient: 0.6755
Epoch 6: loss did not improve from 0.29088
116/400 [=======>......................] - ETA: 2:43 - loss: 0.6788 - dice_coefficient: 0.6752
Epoch 6: loss did not improve from 0.29088
117/400 [=======>......................] - ETA: 2:42 - loss: 0.6753 - dice_coefficient: 0.6766
Epoch 6: loss did not improve from 0.29088
118/400 [=======>......................] - ETA: 2:42 - loss: 0.6719 - dice_coefficient: 0.6778
Epoch 6: loss did not improve from 0.29088
119/400 [=======>......................] - ETA: 2:41 - loss: 0.6694 - dice_coefficient: 0.6787
Epoch 6: loss did not improve from 0.29088
120/400 [========>.....................] - ETA: 2:41 - loss: 0.6676 - dice_coefficient: 0.6791
Epoch 6: loss did not improve from 0.29088
121/400 [========>.....................] - ETA: 2:40 - loss: 0.6648 - dice_coefficient: 0.6801
Epoch 6: loss did not improve from 0.29088
122/400 [========>.....................] - ETA: 2:39 - loss: 0.6643 - dice_coefficient: 0.6795
Epoch 6: loss did not improve from 0.29088
123/400 [========>.....................] - ETA: 2:39 - loss: 0.6614 - dice_coefficient: 0.6803
Epoch 6: loss did not improve from 0.29088
124/400 [========>.....................] - ETA: 2:38 - loss: 0.6577 - dice_coefficient: 0.6821
Epoch 6: loss did not improve from 0.29088
125/400 [========>.....................] - ETA: 2:38 - loss: 0.6542 - dice_coefficient: 0.6836
Epoch 6: loss did not improve from 0.29088
126/400 [========>.....................] - ETA: 2:37 - loss: 0.6558 - dice_coefficient: 0.6818
Epoch 6: loss did not improve from 0.29088
127/400 [========>.....................] - ETA: 2:37 - loss: 0.6532 - dice_coefficient: 0.6833
Epoch 6: loss did not improve from 0.29088
128/400 [========>.....................] - ETA: 2:36 - loss: 0.6506 - dice_coefficient: 0.6842
Epoch 6: loss did not improve from 0.29088
129/400 [========>.....................] - ETA: 2:35 - loss: 0.6475 - dice_coefficient: 0.6856
Epoch 6: loss did not improve from 0.29088
130/400 [========>.....................] - ETA: 2:35 - loss: 0.6451 - dice_coefficient: 0.6862
Epoch 6: loss did not improve from 0.29088
131/400 [========>.....................] - ETA: 2:34 - loss: 0.6433 - dice_coefficient: 0.6863
Epoch 6: loss did not improve from 0.29088
132/400 [========>.....................] - ETA: 2:34 - loss: 0.6481 - dice_coefficient: 0.6834
Epoch 6: loss did not improve from 0.29088
133/400 [========>.....................] - ETA: 2:33 - loss: 0.6467 - dice_coefficient: 0.6834
Epoch 6: loss did not improve from 0.29088
134/400 [=========>....................] - ETA: 2:33 - loss: 0.6437 - dice_coefficient: 0.6849
Epoch 6: loss did not improve from 0.29088
135/400 [=========>....................] - ETA: 2:32 - loss: 0.6448 - dice_coefficient: 0.6834
Epoch 6: loss did not improve from 0.29088
136/400 [=========>....................] - ETA: 2:31 - loss: 0.6419 - dice_coefficient: 0.6846
Epoch 6: loss did not improve from 0.29088
137/400 [=========>....................] - ETA: 2:31 - loss: 0.6397 - dice_coefficient: 0.6850
Epoch 6: loss did not improve from 0.29088
138/400 [=========>....................] - ETA: 2:30 - loss: 0.6377 - dice_coefficient: 0.6854
Epoch 6: loss did not improve from 0.29088
139/400 [=========>....................] - ETA: 2:30 - loss: 0.6399 - dice_coefficient: 0.6835
Epoch 6: loss did not improve from 0.29088
140/400 [=========>....................] - ETA: 2:29 - loss: 0.6422 - dice_coefficient: 0.6822
Epoch 6: loss did not improve from 0.29088
141/400 [=========>....................] - ETA: 2:28 - loss: 0.6405 - dice_coefficient: 0.6825
Epoch 6: loss did not improve from 0.29088
142/400 [=========>....................] - ETA: 2:28 - loss: 0.6379 - dice_coefficient: 0.6839
Epoch 6: loss did not improve from 0.29088
143/400 [=========>....................] - ETA: 2:27 - loss: 0.6353 - dice_coefficient: 0.6852
Epoch 6: loss did not improve from 0.29088
144/400 [=========>....................] - ETA: 2:27 - loss: 0.6322 - dice_coefficient: 0.6866
Epoch 6: loss did not improve from 0.29088
145/400 [=========>....................] - ETA: 2:26 - loss: 0.6297 - dice_coefficient: 0.6879
Epoch 6: loss did not improve from 0.29088
146/400 [=========>....................] - ETA: 2:26 - loss: 0.6289 - dice_coefficient: 0.6879
Epoch 6: loss did not improve from 0.29088
147/400 [==========>...................] - ETA: 2:25 - loss: 0.6262 - dice_coefficient: 0.6892
Epoch 6: loss did not improve from 0.29088
148/400 [==========>...................] - ETA: 2:24 - loss: 0.6236 - dice_coefficient: 0.6903
Epoch 6: loss did not improve from 0.29088
149/400 [==========>...................] - ETA: 2:24 - loss: 0.6234 - dice_coefficient: 0.6897
Epoch 6: loss did not improve from 0.29088
150/400 [==========>...................] - ETA: 2:23 - loss: 0.6220 - dice_coefficient: 0.6900
Epoch 6: loss did not improve from 0.29088
151/400 [==========>...................] - ETA: 2:23 - loss: 0.6202 - dice_coefficient: 0.6905
Epoch 6: loss did not improve from 0.29088
152/400 [==========>...................] - ETA: 2:22 - loss: 0.6214 - dice_coefficient: 0.6892
Epoch 6: loss did not improve from 0.29088
153/400 [==========>...................] - ETA: 2:21 - loss: 0.6200 - dice_coefficient: 0.6896
Epoch 6: loss did not improve from 0.29088
154/400 [==========>...................] - ETA: 2:21 - loss: 0.6172 - dice_coefficient: 0.6912
Epoch 6: loss did not improve from 0.29088
155/400 [==========>...................] - ETA: 2:20 - loss: 0.6172 - dice_coefficient: 0.6907
Epoch 6: loss did not improve from 0.29088
156/400 [==========>...................] - ETA: 2:20 - loss: 0.6189 - dice_coefficient: 0.6892
Epoch 6: loss did not improve from 0.29088
157/400 [==========>...................] - ETA: 2:19 - loss: 0.6184 - dice_coefficient: 0.6902
Epoch 6: loss did not improve from 0.29088
158/400 [==========>...................] - ETA: 2:19 - loss: 0.6166 - dice_coefficient: 0.6909
Epoch 6: loss did not improve from 0.29088
159/400 [==========>...................] - ETA: 2:18 - loss: 0.6143 - dice_coefficient: 0.6917
Epoch 6: loss did not improve from 0.29088
160/400 [===========>..................] - ETA: 2:17 - loss: 0.6130 - dice_coefficient: 0.6919
Epoch 6: loss did not improve from 0.29088
161/400 [===========>..................] - ETA: 2:17 - loss: 0.6126 - dice_coefficient: 0.6914
Epoch 6: loss did not improve from 0.29088
162/400 [===========>..................] - ETA: 2:16 - loss: 0.6108 - dice_coefficient: 0.6923
Epoch 6: loss did not improve from 0.29088
163/400 [===========>..................] - ETA: 2:16 - loss: 0.6104 - dice_coefficient: 0.6922
Epoch 6: loss did not improve from 0.29088
164/400 [===========>..................] - ETA: 2:15 - loss: 0.6088 - dice_coefficient: 0.6927
Epoch 6: loss did not improve from 0.29088
165/400 [===========>..................] - ETA: 2:15 - loss: 0.6077 - dice_coefficient: 0.6928
Epoch 6: loss did not improve from 0.29088
166/400 [===========>..................] - ETA: 2:14 - loss: 0.6059 - dice_coefficient: 0.6933
Epoch 6: loss did not improve from 0.29088
167/400 [===========>..................] - ETA: 2:13 - loss: 0.6122 - dice_coefficient: 0.6904
Epoch 6: loss did not improve from 0.29088
168/400 [===========>..................] - ETA: 2:13 - loss: 0.6137 - dice_coefficient: 0.6891
Epoch 6: loss did not improve from 0.29088
169/400 [===========>..................] - ETA: 2:12 - loss: 0.6117 - dice_coefficient: 0.6899
Epoch 6: loss did not improve from 0.29088
170/400 [===========>..................] - ETA: 2:12 - loss: 0.6147 - dice_coefficient: 0.6884
Epoch 6: loss did not improve from 0.29088
171/400 [===========>..................] - ETA: 2:11 - loss: 0.6128 - dice_coefficient: 0.6894
Epoch 6: loss did not improve from 0.29088
172/400 [===========>..................] - ETA: 2:11 - loss: 0.6104 - dice_coefficient: 0.6905
Epoch 6: loss did not improve from 0.29088
173/400 [===========>..................] - ETA: 2:10 - loss: 0.6088 - dice_coefficient: 0.6909
Epoch 6: loss did not improve from 0.29088
174/400 [============>.................] - ETA: 2:09 - loss: 0.6061 - dice_coefficient: 0.6923
Epoch 6: loss did not improve from 0.29088
175/400 [============>.................] - ETA: 2:09 - loss: 0.6109 - dice_coefficient: 0.6898
Epoch 6: loss did not improve from 0.29088
176/400 [============>.................] - ETA: 2:08 - loss: 0.6097 - dice_coefficient: 0.6901
Epoch 6: loss did not improve from 0.29088
177/400 [============>.................] - ETA: 2:08 - loss: 0.6079 - dice_coefficient: 0.6909
Epoch 6: loss did not improve from 0.29088
178/400 [============>.................] - ETA: 2:07 - loss: 0.6068 - dice_coefficient: 0.6911
Epoch 6: loss did not improve from 0.29088
179/400 [============>.................] - ETA: 2:06 - loss: 0.6052 - dice_coefficient: 0.6916
Epoch 6: loss did not improve from 0.29088
180/400 [============>.................] - ETA: 2:06 - loss: 0.6057 - dice_coefficient: 0.6908
Epoch 6: loss did not improve from 0.29088
181/400 [============>.................] - ETA: 2:05 - loss: 0.6042 - dice_coefficient: 0.6915
Epoch 6: loss did not improve from 0.29088
182/400 [============>.................] - ETA: 2:05 - loss: 0.6020 - dice_coefficient: 0.6924
Epoch 6: loss did not improve from 0.29088
183/400 [============>.................] - ETA: 2:04 - loss: 0.6013 - dice_coefficient: 0.6928
Epoch 6: loss did not improve from 0.29088
184/400 [============>.................] - ETA: 2:04 - loss: 0.6078 - dice_coefficient: 0.6901
Epoch 6: loss did not improve from 0.29088
185/400 [============>.................] - ETA: 2:03 - loss: 0.6087 - dice_coefficient: 0.6892
Epoch 6: loss did not improve from 0.29088
186/400 [============>.................] - ETA: 2:02 - loss: 0.6066 - dice_coefficient: 0.6903
Epoch 6: loss did not improve from 0.29088
187/400 [=============>................] - ETA: 2:02 - loss: 0.6090 - dice_coefficient: 0.6886
Epoch 6: loss did not improve from 0.29088
188/400 [=============>................] - ETA: 2:01 - loss: 0.6075 - dice_coefficient: 0.6893
Epoch 6: loss did not improve from 0.29088
189/400 [=============>................] - ETA: 2:01 - loss: 0.6061 - dice_coefficient: 0.6896
Epoch 6: loss did not improve from 0.29088
190/400 [=============>................] - ETA: 2:00 - loss: 0.6045 - dice_coefficient: 0.6900
Epoch 6: loss did not improve from 0.29088
191/400 [=============>................] - ETA: 2:00 - loss: 0.6035 - dice_coefficient: 0.6902
Epoch 6: loss did not improve from 0.29088
192/400 [=============>................] - ETA: 1:59 - loss: 0.6031 - dice_coefficient: 0.6902
Epoch 6: loss did not improve from 0.29088
193/400 [=============>................] - ETA: 1:59 - loss: 0.6030 - dice_coefficient: 0.6897
Epoch 6: loss did not improve from 0.29088
194/400 [=============>................] - ETA: 1:58 - loss: 0.6029 - dice_coefficient: 0.6893
Epoch 6: loss did not improve from 0.29088
195/400 [=============>................] - ETA: 1:57 - loss: 0.6034 - dice_coefficient: 0.6887
Epoch 6: loss did not improve from 0.29088
196/400 [=============>................] - ETA: 1:57 - loss: 0.6035 - dice_coefficient: 0.6882
Epoch 6: loss did not improve from 0.29088
197/400 [=============>................] - ETA: 1:56 - loss: 0.6094 - dice_coefficient: 0.6858
Epoch 6: loss did not improve from 0.29088
198/400 [=============>................] - ETA: 1:56 - loss: 0.6081 - dice_coefficient: 0.6860
Epoch 6: loss did not improve from 0.29088
199/400 [=============>................] - ETA: 1:55 - loss: 0.6077 - dice_coefficient: 0.6857
Epoch 6: loss did not improve from 0.29088
200/400 [==============>...............] - ETA: 1:54 - loss: 0.6078 - dice_coefficient: 0.6852
Epoch 6: loss did not improve from 0.29088
201/400 [==============>...............] - ETA: 1:54 - loss: 0.6068 - dice_coefficient: 0.6854
Epoch 6: loss did not improve from 0.29088
202/400 [==============>...............] - ETA: 1:53 - loss: 0.6054 - dice_coefficient: 0.6860
Epoch 6: loss did not improve from 0.29088
203/400 [==============>...............] - ETA: 1:53 - loss: 0.6044 - dice_coefficient: 0.6860
Epoch 6: loss did not improve from 0.29088
204/400 [==============>...............] - ETA: 1:52 - loss: 0.6025 - dice_coefficient: 0.6868
Epoch 6: loss did not improve from 0.29088
205/400 [==============>...............] - ETA: 1:52 - loss: 0.6012 - dice_coefficient: 0.6878
Epoch 6: loss did not improve from 0.29088
206/400 [==============>...............] - ETA: 1:51 - loss: 0.6002 - dice_coefficient: 0.6882
Epoch 6: loss did not improve from 0.29088
207/400 [==============>...............] - ETA: 1:50 - loss: 0.6001 - dice_coefficient: 0.6878
Epoch 6: loss did not improve from 0.29088
208/400 [==============>...............] - ETA: 1:50 - loss: 0.5986 - dice_coefficient: 0.6887
Epoch 6: loss did not improve from 0.29088
209/400 [==============>...............] - ETA: 1:49 - loss: 0.5988 - dice_coefficient: 0.6882
Epoch 6: loss did not improve from 0.29088
210/400 [==============>...............] - ETA: 1:49 - loss: 0.5979 - dice_coefficient: 0.6884
Epoch 6: loss did not improve from 0.29088
211/400 [==============>...............] - ETA: 1:48 - loss: 0.6002 - dice_coefficient: 0.6875
Epoch 6: loss did not improve from 0.29088
212/400 [==============>...............] - ETA: 1:48 - loss: 0.5992 - dice_coefficient: 0.6880
Epoch 6: loss did not improve from 0.29088
213/400 [==============>...............] - ETA: 1:47 - loss: 0.6005 - dice_coefficient: 0.6868
Epoch 6: loss did not improve from 0.29088
214/400 [===============>..............] - ETA: 1:46 - loss: 0.5997 - dice_coefficient: 0.6868
Epoch 6: loss did not improve from 0.29088
215/400 [===============>..............] - ETA: 1:46 - loss: 0.5990 - dice_coefficient: 0.6871
Epoch 6: loss did not improve from 0.29088
216/400 [===============>..............] - ETA: 1:45 - loss: 0.5986 - dice_coefficient: 0.6869
Epoch 6: loss did not improve from 0.29088
217/400 [===============>..............] - ETA: 1:45 - loss: 0.5968 - dice_coefficient: 0.6879
Epoch 6: loss did not improve from 0.29088
218/400 [===============>..............] - ETA: 1:44 - loss: 0.5960 - dice_coefficient: 0.6883
Epoch 6: loss did not improve from 0.29088
219/400 [===============>..............] - ETA: 1:43 - loss: 0.5951 - dice_coefficient: 0.6883
Epoch 6: loss did not improve from 0.29088
220/400 [===============>..............] - ETA: 1:43 - loss: 0.5941 - dice_coefficient: 0.6886
Epoch 6: loss did not improve from 0.29088
221/400 [===============>..............] - ETA: 1:42 - loss: 0.5948 - dice_coefficient: 0.6879
Epoch 6: loss did not improve from 0.29088
222/400 [===============>..............] - ETA: 1:42 - loss: 0.5937 - dice_coefficient: 0.6881
Epoch 6: loss did not improve from 0.29088
223/400 [===============>..............] - ETA: 1:41 - loss: 0.5941 - dice_coefficient: 0.6877
Epoch 6: loss did not improve from 0.29088
224/400 [===============>..............] - ETA: 1:41 - loss: 0.5941 - dice_coefficient: 0.6873
Epoch 6: loss did not improve from 0.29088
225/400 [===============>..............] - ETA: 1:40 - loss: 0.5928 - dice_coefficient: 0.6877
Epoch 6: loss did not improve from 0.29088
226/400 [===============>..............] - ETA: 1:39 - loss: 0.5917 - dice_coefficient: 0.6884
Epoch 6: loss did not improve from 0.29088
227/400 [================>.............] - ETA: 1:39 - loss: 0.5913 - dice_coefficient: 0.6884
Epoch 6: loss did not improve from 0.29088
228/400 [================>.............] - ETA: 1:38 - loss: 0.5898 - dice_coefficient: 0.6892
Epoch 6: loss did not improve from 0.29088
229/400 [================>.............] - ETA: 1:38 - loss: 0.5900 - dice_coefficient: 0.6886
Epoch 6: loss did not improve from 0.29088
230/400 [================>.............] - ETA: 1:37 - loss: 0.5885 - dice_coefficient: 0.6892
Epoch 6: loss did not improve from 0.29088
231/400 [================>.............] - ETA: 1:37 - loss: 0.5872 - dice_coefficient: 0.6898
Epoch 6: loss did not improve from 0.29088
232/400 [================>.............] - ETA: 1:36 - loss: 0.5869 - dice_coefficient: 0.6897
Epoch 6: loss did not improve from 0.29088
233/400 [================>.............] - ETA: 1:35 - loss: 0.5867 - dice_coefficient: 0.6894
Epoch 6: loss did not improve from 0.29088
234/400 [================>.............] - ETA: 1:35 - loss: 0.5859 - dice_coefficient: 0.6896
Epoch 6: loss did not improve from 0.29088
235/400 [================>.............] - ETA: 1:34 - loss: 0.5879 - dice_coefficient: 0.6883
Epoch 6: loss did not improve from 0.29088
236/400 [================>.............] - ETA: 1:34 - loss: 0.5875 - dice_coefficient: 0.6882
Epoch 6: loss did not improve from 0.29088
237/400 [================>.............] - ETA: 1:33 - loss: 0.5891 - dice_coefficient: 0.6870
Epoch 6: loss did not improve from 0.29088
238/400 [================>.............] - ETA: 1:33 - loss: 0.5891 - dice_coefficient: 0.6866
Epoch 6: loss did not improve from 0.29088
239/400 [================>.............] - ETA: 1:32 - loss: 0.5893 - dice_coefficient: 0.6861
Epoch 6: loss did not improve from 0.29088
240/400 [=================>............] - ETA: 1:31 - loss: 0.5882 - dice_coefficient: 0.6865
Epoch 6: loss did not improve from 0.29088
241/400 [=================>............] - ETA: 1:31 - loss: 0.5869 - dice_coefficient: 0.6871
Epoch 6: loss did not improve from 0.29088
242/400 [=================>............] - ETA: 1:30 - loss: 0.5867 - dice_coefficient: 0.6869
Epoch 6: loss did not improve from 0.29088
243/400 [=================>............] - ETA: 1:30 - loss: 0.5855 - dice_coefficient: 0.6874
Epoch 6: loss did not improve from 0.29088
244/400 [=================>............] - ETA: 1:29 - loss: 0.5847 - dice_coefficient: 0.6880
Epoch 6: loss did not improve from 0.29088
245/400 [=================>............] - ETA: 1:28 - loss: 0.5840 - dice_coefficient: 0.6887
Epoch 6: loss did not improve from 0.29088
246/400 [=================>............] - ETA: 1:28 - loss: 0.5837 - dice_coefficient: 0.6885
Epoch 6: loss did not improve from 0.29088
247/400 [=================>............] - ETA: 1:27 - loss: 0.5821 - dice_coefficient: 0.6894
Epoch 6: loss did not improve from 0.29088
248/400 [=================>............] - ETA: 1:27 - loss: 0.5817 - dice_coefficient: 0.6894
Epoch 6: loss did not improve from 0.29088
249/400 [=================>............] - ETA: 1:26 - loss: 0.5820 - dice_coefficient: 0.6890
Epoch 6: loss did not improve from 0.29088
250/400 [=================>............] - ETA: 1:26 - loss: 0.5850 - dice_coefficient: 0.6874
Epoch 6: loss did not improve from 0.29088
251/400 [=================>............] - ETA: 1:25 - loss: 0.5832 - dice_coefficient: 0.6884
Epoch 6: loss did not improve from 0.29088
252/400 [=================>............] - ETA: 1:24 - loss: 0.5860 - dice_coefficient: 0.6869
Epoch 6: loss did not improve from 0.29088
253/400 [=================>............] - ETA: 1:24 - loss: 0.5863 - dice_coefficient: 0.6866
Epoch 6: loss did not improve from 0.29088
254/400 [==================>...........] - ETA: 1:23 - loss: 0.5890 - dice_coefficient: 0.6851
Epoch 6: loss did not improve from 0.29088
255/400 [==================>...........] - ETA: 1:23 - loss: 0.5881 - dice_coefficient: 0.6858
Epoch 6: loss did not improve from 0.29088
256/400 [==================>...........] - ETA: 1:22 - loss: 0.5885 - dice_coefficient: 0.6853
Epoch 6: loss did not improve from 0.29088
257/400 [==================>...........] - ETA: 1:22 - loss: 0.5885 - dice_coefficient: 0.6850
Epoch 6: loss did not improve from 0.29088
258/400 [==================>...........] - ETA: 1:21 - loss: 0.5872 - dice_coefficient: 0.6857
Epoch 6: loss did not improve from 0.29088
259/400 [==================>...........] - ETA: 1:21 - loss: 0.5864 - dice_coefficient: 0.6862
Epoch 6: loss did not improve from 0.29088
260/400 [==================>...........] - ETA: 1:20 - loss: 0.5851 - dice_coefficient: 0.6867
Epoch 6: loss did not improve from 0.29088
261/400 [==================>...........] - ETA: 1:19 - loss: 0.5840 - dice_coefficient: 0.6873
Epoch 6: loss did not improve from 0.29088
262/400 [==================>...........] - ETA: 1:19 - loss: 0.5842 - dice_coefficient: 0.6869
Epoch 6: loss did not improve from 0.29088
263/400 [==================>...........] - ETA: 1:18 - loss: 0.5829 - dice_coefficient: 0.6874
Epoch 6: loss did not improve from 0.29088
264/400 [==================>...........] - ETA: 1:18 - loss: 0.5844 - dice_coefficient: 0.6864
Epoch 6: loss did not improve from 0.29088
265/400 [==================>...........] - ETA: 1:17 - loss: 0.5881 - dice_coefficient: 0.6847
Epoch 6: loss did not improve from 0.29088
266/400 [==================>...........] - ETA: 1:17 - loss: 0.5915 - dice_coefficient: 0.6830
Epoch 6: loss did not improve from 0.29088
267/400 [===================>..........] - ETA: 1:16 - loss: 0.5903 - dice_coefficient: 0.6834
Epoch 6: loss did not improve from 0.29088
268/400 [===================>..........] - ETA: 1:15 - loss: 0.5904 - dice_coefficient: 0.6832
Epoch 6: loss did not improve from 0.29088
269/400 [===================>..........] - ETA: 1:15 - loss: 0.5908 - dice_coefficient: 0.6830
Epoch 6: loss did not improve from 0.29088
270/400 [===================>..........] - ETA: 1:14 - loss: 0.5905 - dice_coefficient: 0.6831
Epoch 6: loss did not improve from 0.29088
271/400 [===================>..........] - ETA: 1:14 - loss: 0.5906 - dice_coefficient: 0.6827
Epoch 6: loss did not improve from 0.29088
272/400 [===================>..........] - ETA: 1:13 - loss: 0.5902 - dice_coefficient: 0.6829
Epoch 6: loss did not improve from 0.29088
273/400 [===================>..........] - ETA: 1:13 - loss: 0.5890 - dice_coefficient: 0.6833
Epoch 6: loss did not improve from 0.29088
274/400 [===================>..........] - ETA: 1:12 - loss: 0.5878 - dice_coefficient: 0.6838
Epoch 6: loss did not improve from 0.29088
275/400 [===================>..........] - ETA: 1:11 - loss: 0.5906 - dice_coefficient: 0.6824
Epoch 6: loss did not improve from 0.29088
276/400 [===================>..........] - ETA: 1:11 - loss: 0.5891 - dice_coefficient: 0.6832
Epoch 6: loss did not improve from 0.29088
277/400 [===================>..........] - ETA: 1:10 - loss: 0.5878 - dice_coefficient: 0.6838
Epoch 6: loss did not improve from 0.29088
278/400 [===================>..........] - ETA: 1:10 - loss: 0.5870 - dice_coefficient: 0.6842
Epoch 6: loss did not improve from 0.29088
279/400 [===================>..........] - ETA: 1:09 - loss: 0.5861 - dice_coefficient: 0.6848
Epoch 6: loss did not improve from 0.29088
280/400 [====================>.........] - ETA: 1:08 - loss: 0.5853 - dice_coefficient: 0.6852
Epoch 6: loss did not improve from 0.29088
281/400 [====================>.........] - ETA: 1:08 - loss: 0.5858 - dice_coefficient: 0.6848
Epoch 6: loss did not improve from 0.29088
282/400 [====================>.........] - ETA: 1:07 - loss: 0.5851 - dice_coefficient: 0.6850
Epoch 6: loss did not improve from 0.29088
283/400 [====================>.........] - ETA: 1:07 - loss: 0.5838 - dice_coefficient: 0.6856
Epoch 6: loss did not improve from 0.29088
284/400 [====================>.........] - ETA: 1:06 - loss: 0.5834 - dice_coefficient: 0.6858
Epoch 6: loss did not improve from 0.29088
285/400 [====================>.........] - ETA: 1:06 - loss: 0.5826 - dice_coefficient: 0.6860
Epoch 6: loss did not improve from 0.29088
286/400 [====================>.........] - ETA: 1:05 - loss: 0.5812 - dice_coefficient: 0.6868
Epoch 6: loss did not improve from 0.29088
287/400 [====================>.........] - ETA: 1:04 - loss: 0.5813 - dice_coefficient: 0.6867
Epoch 6: loss did not improve from 0.29088
288/400 [====================>.........] - ETA: 1:04 - loss: 0.5800 - dice_coefficient: 0.6874
Epoch 6: loss did not improve from 0.29088
289/400 [====================>.........] - ETA: 1:03 - loss: 0.5787 - dice_coefficient: 0.6880
Epoch 6: loss did not improve from 0.29088
290/400 [====================>.........] - ETA: 1:03 - loss: 0.5772 - dice_coefficient: 0.6887
Epoch 6: loss did not improve from 0.29088
291/400 [====================>.........] - ETA: 1:02 - loss: 0.5762 - dice_coefficient: 0.6891
Epoch 6: loss did not improve from 0.29088
292/400 [====================>.........] - ETA: 1:02 - loss: 0.5759 - dice_coefficient: 0.6894
Epoch 6: loss did not improve from 0.29088
293/400 [====================>.........] - ETA: 1:01 - loss: 0.5757 - dice_coefficient: 0.6893
Epoch 6: loss did not improve from 0.29088
294/400 [=====================>........] - ETA: 1:00 - loss: 0.5749 - dice_coefficient: 0.6897
Epoch 6: loss did not improve from 0.29088
295/400 [=====================>........] - ETA: 1:00 - loss: 0.5742 - dice_coefficient: 0.6900
Epoch 6: loss did not improve from 0.29088
296/400 [=====================>........] - ETA: 59s - loss: 0.5751 - dice_coefficient: 0.6900 
Epoch 6: loss did not improve from 0.29088
297/400 [=====================>........] - ETA: 59s - loss: 0.5749 - dice_coefficient: 0.6902
Epoch 6: loss did not improve from 0.29088
298/400 [=====================>........] - ETA: 58s - loss: 0.5755 - dice_coefficient: 0.6895
Epoch 6: loss did not improve from 0.29088
299/400 [=====================>........] - ETA: 58s - loss: 0.5748 - dice_coefficient: 0.6900
Epoch 6: loss did not improve from 0.29088
300/400 [=====================>........] - ETA: 57s - loss: 0.5746 - dice_coefficient: 0.6900
Epoch 6: loss did not improve from 0.29088
301/400 [=====================>........] - ETA: 56s - loss: 0.5741 - dice_coefficient: 0.6901
Epoch 6: loss did not improve from 0.29088
302/400 [=====================>........] - ETA: 56s - loss: 0.5746 - dice_coefficient: 0.6895
Epoch 6: loss did not improve from 0.29088
303/400 [=====================>........] - ETA: 55s - loss: 0.5732 - dice_coefficient: 0.6903
Epoch 6: loss did not improve from 0.29088
304/400 [=====================>........] - ETA: 55s - loss: 0.5724 - dice_coefficient: 0.6905
Epoch 6: loss did not improve from 0.29088
305/400 [=====================>........] - ETA: 54s - loss: 0.5718 - dice_coefficient: 0.6906
Epoch 6: loss did not improve from 0.29088
306/400 [=====================>........] - ETA: 54s - loss: 0.5711 - dice_coefficient: 0.6909
Epoch 6: loss did not improve from 0.29088
307/400 [======================>.......] - ETA: 53s - loss: 0.5700 - dice_coefficient: 0.6915
Epoch 6: loss did not improve from 0.29088
308/400 [======================>.......] - ETA: 52s - loss: 0.5692 - dice_coefficient: 0.6918
Epoch 6: loss did not improve from 0.29088
309/400 [======================>.......] - ETA: 52s - loss: 0.5712 - dice_coefficient: 0.6907
Epoch 6: loss did not improve from 0.29088
310/400 [======================>.......] - ETA: 51s - loss: 0.5702 - dice_coefficient: 0.6913
Epoch 6: loss did not improve from 0.29088
311/400 [======================>.......] - ETA: 51s - loss: 0.5708 - dice_coefficient: 0.6906
Epoch 6: loss did not improve from 0.29088
312/400 [======================>.......] - ETA: 50s - loss: 0.5698 - dice_coefficient: 0.6912
Epoch 6: loss did not improve from 0.29088
313/400 [======================>.......] - ETA: 49s - loss: 0.5687 - dice_coefficient: 0.6918
Epoch 6: loss did not improve from 0.29088
314/400 [======================>.......] - ETA: 49s - loss: 0.5675 - dice_coefficient: 0.6924
Epoch 6: loss did not improve from 0.29088
315/400 [======================>.......] - ETA: 48s - loss: 0.5661 - dice_coefficient: 0.6932
Epoch 6: loss did not improve from 0.29088
316/400 [======================>.......] - ETA: 48s - loss: 0.5656 - dice_coefficient: 0.6932
Epoch 6: loss did not improve from 0.29088
317/400 [======================>.......] - ETA: 47s - loss: 0.5654 - dice_coefficient: 0.6932
Epoch 6: loss did not improve from 0.29088
318/400 [======================>.......] - ETA: 47s - loss: 0.5647 - dice_coefficient: 0.6936
Epoch 6: loss did not improve from 0.29088
319/400 [======================>.......] - ETA: 46s - loss: 0.5718 - dice_coefficient: 0.6917
Epoch 6: loss did not improve from 0.29088
320/400 [=======================>......] - ETA: 45s - loss: 0.5727 - dice_coefficient: 0.6909
Epoch 6: loss did not improve from 0.29088
321/400 [=======================>......] - ETA: 45s - loss: 0.5714 - dice_coefficient: 0.6916
Epoch 6: loss did not improve from 0.29088
322/400 [=======================>......] - ETA: 44s - loss: 0.5713 - dice_coefficient: 0.6916
Epoch 6: loss did not improve from 0.29088
323/400 [=======================>......] - ETA: 44s - loss: 0.5705 - dice_coefficient: 0.6919
Epoch 6: loss did not improve from 0.29088
324/400 [=======================>......] - ETA: 43s - loss: 0.5696 - dice_coefficient: 0.6922
Epoch 6: loss did not improve from 0.29088
325/400 [=======================>......] - ETA: 43s - loss: 0.5689 - dice_coefficient: 0.6923
Epoch 6: loss did not improve from 0.29088
326/400 [=======================>......] - ETA: 42s - loss: 0.5681 - dice_coefficient: 0.6926
Epoch 6: loss did not improve from 0.29088
327/400 [=======================>......] - ETA: 41s - loss: 0.5675 - dice_coefficient: 0.6930
Epoch 6: loss did not improve from 0.29088
328/400 [=======================>......] - ETA: 41s - loss: 0.5666 - dice_coefficient: 0.6934
Epoch 6: loss did not improve from 0.29088
329/400 [=======================>......] - ETA: 40s - loss: 0.5684 - dice_coefficient: 0.6924
Epoch 6: loss did not improve from 0.29088
330/400 [=======================>......] - ETA: 40s - loss: 0.5691 - dice_coefficient: 0.6917
Epoch 6: loss did not improve from 0.29088
331/400 [=======================>......] - ETA: 39s - loss: 0.5683 - dice_coefficient: 0.6921
Epoch 6: loss did not improve from 0.29088
332/400 [=======================>......] - ETA: 39s - loss: 0.5677 - dice_coefficient: 0.6924
Epoch 6: loss did not improve from 0.29088
333/400 [=======================>......] - ETA: 38s - loss: 0.5705 - dice_coefficient: 0.6910
Epoch 6: loss did not improve from 0.29088
334/400 [========================>.....] - ETA: 37s - loss: 0.5705 - dice_coefficient: 0.6907
Epoch 6: loss did not improve from 0.29088
335/400 [========================>.....] - ETA: 37s - loss: 0.5734 - dice_coefficient: 0.6894
Epoch 6: loss did not improve from 0.29088
336/400 [========================>.....] - ETA: 36s - loss: 0.5728 - dice_coefficient: 0.6897
Epoch 6: loss did not improve from 0.29088
337/400 [========================>.....] - ETA: 36s - loss: 0.5729 - dice_coefficient: 0.6893
Epoch 6: loss did not improve from 0.29088
338/400 [========================>.....] - ETA: 35s - loss: 0.5719 - dice_coefficient: 0.6898
Epoch 6: loss did not improve from 0.29088
339/400 [========================>.....] - ETA: 35s - loss: 0.5712 - dice_coefficient: 0.6900
Epoch 6: loss did not improve from 0.29088
340/400 [========================>.....] - ETA: 34s - loss: 0.5707 - dice_coefficient: 0.6904
Epoch 6: loss did not improve from 0.29088
341/400 [========================>.....] - ETA: 33s - loss: 0.5700 - dice_coefficient: 0.6908
Epoch 6: loss did not improve from 0.29088
342/400 [========================>.....] - ETA: 33s - loss: 0.5690 - dice_coefficient: 0.6913
Epoch 6: loss did not improve from 0.29088
343/400 [========================>.....] - ETA: 32s - loss: 0.5711 - dice_coefficient: 0.6902
Epoch 6: loss did not improve from 0.29088
344/400 [========================>.....] - ETA: 32s - loss: 0.5706 - dice_coefficient: 0.6904
Epoch 6: loss did not improve from 0.29088
345/400 [========================>.....] - ETA: 31s - loss: 0.5702 - dice_coefficient: 0.6909
Epoch 6: loss did not improve from 0.29088
346/400 [========================>.....] - ETA: 31s - loss: 0.5706 - dice_coefficient: 0.6905
Epoch 6: loss did not improve from 0.29088
347/400 [=========================>....] - ETA: 30s - loss: 0.5714 - dice_coefficient: 0.6899
Epoch 6: loss did not improve from 0.29088
348/400 [=========================>....] - ETA: 29s - loss: 0.5704 - dice_coefficient: 0.6904
Epoch 6: loss did not improve from 0.29088
349/400 [=========================>....] - ETA: 29s - loss: 0.5697 - dice_coefficient: 0.6909
Epoch 6: loss did not improve from 0.29088
350/400 [=========================>....] - ETA: 28s - loss: 0.5686 - dice_coefficient: 0.6916
Epoch 6: loss did not improve from 0.29088
351/400 [=========================>....] - ETA: 28s - loss: 0.5681 - dice_coefficient: 0.6916
Epoch 6: loss did not improve from 0.29088
352/400 [=========================>....] - ETA: 27s - loss: 0.5676 - dice_coefficient: 0.6918
Epoch 6: loss did not improve from 0.29088
353/400 [=========================>....] - ETA: 27s - loss: 0.5670 - dice_coefficient: 0.6920
Epoch 6: loss did not improve from 0.29088
354/400 [=========================>....] - ETA: 26s - loss: 0.5660 - dice_coefficient: 0.6924
Epoch 6: loss did not improve from 0.29088
355/400 [=========================>....] - ETA: 25s - loss: 0.5655 - dice_coefficient: 0.6928
Epoch 6: loss did not improve from 0.29088
356/400 [=========================>....] - ETA: 25s - loss: 0.5650 - dice_coefficient: 0.6931
Epoch 6: loss did not improve from 0.29088
357/400 [=========================>....] - ETA: 24s - loss: 0.5658 - dice_coefficient: 0.6925
Epoch 6: loss did not improve from 0.29088
358/400 [=========================>....] - ETA: 24s - loss: 0.5655 - dice_coefficient: 0.6924
Epoch 6: loss did not improve from 0.29088
359/400 [=========================>....] - ETA: 23s - loss: 0.5645 - dice_coefficient: 0.6929
Epoch 6: loss did not improve from 0.29088
360/400 [==========================>...] - ETA: 22s - loss: 0.5635 - dice_coefficient: 0.6933
Epoch 6: loss did not improve from 0.29088
361/400 [==========================>...] - ETA: 22s - loss: 0.5629 - dice_coefficient: 0.6938
Epoch 6: loss did not improve from 0.29088
362/400 [==========================>...] - ETA: 21s - loss: 0.5623 - dice_coefficient: 0.6940
Epoch 6: loss did not improve from 0.29088
363/400 [==========================>...] - ETA: 21s - loss: 0.5620 - dice_coefficient: 0.6940
Epoch 6: loss did not improve from 0.29088
364/400 [==========================>...] - ETA: 20s - loss: 0.5616 - dice_coefficient: 0.6943
Epoch 6: loss did not improve from 0.29088
365/400 [==========================>...] - ETA: 20s - loss: 0.5628 - dice_coefficient: 0.6936
Epoch 6: loss did not improve from 0.29088
366/400 [==========================>...] - ETA: 19s - loss: 0.5622 - dice_coefficient: 0.6939
Epoch 6: loss did not improve from 0.29088
367/400 [==========================>...] - ETA: 18s - loss: 0.5613 - dice_coefficient: 0.6944
Epoch 6: loss did not improve from 0.29088
368/400 [==========================>...] - ETA: 18s - loss: 0.5618 - dice_coefficient: 0.6939
Epoch 6: loss did not improve from 0.29088
369/400 [==========================>...] - ETA: 17s - loss: 0.5618 - dice_coefficient: 0.6936
Epoch 6: loss did not improve from 0.29088
370/400 [==========================>...] - ETA: 17s - loss: 0.5617 - dice_coefficient: 0.6934
Epoch 6: loss did not improve from 0.29088
371/400 [==========================>...] - ETA: 16s - loss: 0.5610 - dice_coefficient: 0.6937
Epoch 6: loss did not improve from 0.29088
372/400 [==========================>...] - ETA: 16s - loss: 0.5604 - dice_coefficient: 0.6939
Epoch 6: loss did not improve from 0.29088
373/400 [==========================>...] - ETA: 15s - loss: 0.5596 - dice_coefficient: 0.6943
Epoch 6: loss did not improve from 0.29088
374/400 [===========================>..] - ETA: 14s - loss: 0.5623 - dice_coefficient: 0.6931
Epoch 6: loss did not improve from 0.29088
375/400 [===========================>..] - ETA: 14s - loss: 0.5620 - dice_coefficient: 0.6930
Epoch 6: loss did not improve from 0.29088
376/400 [===========================>..] - ETA: 13s - loss: 0.5610 - dice_coefficient: 0.6935
Epoch 6: loss did not improve from 0.29088
377/400 [===========================>..] - ETA: 13s - loss: 0.5603 - dice_coefficient: 0.6939
Epoch 6: loss did not improve from 0.29088
378/400 [===========================>..] - ETA: 12s - loss: 0.5594 - dice_coefficient: 0.6944
Epoch 6: loss did not improve from 0.29088
379/400 [===========================>..] - ETA: 12s - loss: 0.5588 - dice_coefficient: 0.6948
Epoch 6: loss did not improve from 0.29088
380/400 [===========================>..] - ETA: 11s - loss: 0.5586 - dice_coefficient: 0.6947
Epoch 6: loss did not improve from 0.29088
381/400 [===========================>..] - ETA: 10s - loss: 0.5596 - dice_coefficient: 0.6942
Epoch 6: loss did not improve from 0.29088
382/400 [===========================>..] - ETA: 10s - loss: 0.5587 - dice_coefficient: 0.6947
Epoch 6: loss did not improve from 0.29088
383/400 [===========================>..] - ETA: 9s - loss: 0.5602 - dice_coefficient: 0.6938 
Epoch 6: loss did not improve from 0.29088
384/400 [===========================>..] - ETA: 9s - loss: 0.5593 - dice_coefficient: 0.6942
Epoch 6: loss did not improve from 0.29088
385/400 [===========================>..] - ETA: 8s - loss: 0.5632 - dice_coefficient: 0.6928
Epoch 6: loss did not improve from 0.29088
386/400 [===========================>..] - ETA: 8s - loss: 0.5627 - dice_coefficient: 0.6929
Epoch 6: loss did not improve from 0.29088
387/400 [============================>.] - ETA: 7s - loss: 0.5623 - dice_coefficient: 0.6931
Epoch 6: loss did not improve from 0.29088
388/400 [============================>.] - ETA: 6s - loss: 0.5622 - dice_coefficient: 0.6935
Epoch 6: loss did not improve from 0.29088
389/400 [============================>.] - ETA: 6s - loss: 0.5613 - dice_coefficient: 0.6939
Epoch 6: loss did not improve from 0.29088
390/400 [============================>.] - ETA: 5s - loss: 0.5606 - dice_coefficient: 0.6943
Epoch 6: loss did not improve from 0.29088
391/400 [============================>.] - ETA: 5s - loss: 0.5602 - dice_coefficient: 0.6946
Epoch 6: loss did not improve from 0.29088
392/400 [============================>.] - ETA: 4s - loss: 0.5597 - dice_coefficient: 0.6948
Epoch 6: loss did not improve from 0.29088
393/400 [============================>.] - ETA: 4s - loss: 0.5588 - dice_coefficient: 0.6953
Epoch 6: loss did not improve from 0.29088
394/400 [============================>.] - ETA: 3s - loss: 0.5579 - dice_coefficient: 0.6956
Epoch 6: loss did not improve from 0.29088
395/400 [============================>.] - ETA: 2s - loss: 0.5576 - dice_coefficient: 0.6959
Epoch 6: loss did not improve from 0.29088
396/400 [============================>.] - ETA: 2s - loss: 0.5566 - dice_coefficient: 0.6964
Epoch 6: loss did not improve from 0.29088
397/400 [============================>.] - ETA: 1s - loss: 0.5561 - dice_coefficient: 0.6967
Epoch 6: loss did not improve from 0.29088
398/400 [============================>.] - ETA: 1s - loss: 0.5557 - dice_coefficient: 0.6968
Epoch 6: loss did not improve from 0.29088
399/400 [============================>.] - ETA: 0s - loss: 0.5590 - dice_coefficient: 0.6956
Epoch 6: loss did not improve from 0.29088
400/400 [==============================] - 231s 577ms/step - loss: 0.5582 - dice_coefficient: 0.6960 - val_loss: 0.8707 - val_dice_coefficient: 0.5343 - lr: 1.0000e-04
Epoch 7/30

Epoch 7: loss improved from 0.29088 to 0.13864, saving model to model-0.14.h5
  1/400 [..............................] - ETA: 4:48 - loss: 0.1386 - dice_coefficient: 0.9193
Epoch 7: loss did not improve from 0.13864
  2/400 [..............................] - ETA: 3:44 - loss: 0.3137 - dice_coefficient: 0.7808
Epoch 7: loss did not improve from 0.13864
  3/400 [..............................] - ETA: 3:44 - loss: 0.3905 - dice_coefficient: 0.8005
Epoch 7: loss did not improve from 0.13864
  4/400 [..............................] - ETA: 3:45 - loss: 0.3375 - dice_coefficient: 0.8200
Epoch 7: loss did not improve from 0.13864
  5/400 [..............................] - ETA: 3:45 - loss: 0.3402 - dice_coefficient: 0.8133
Epoch 7: loss did not improve from 0.13864
  6/400 [..............................] - ETA: 3:45 - loss: 0.3906 - dice_coefficient: 0.7827
Epoch 7: loss did not improve from 0.13864
  7/400 [..............................] - ETA: 3:44 - loss: 0.3823 - dice_coefficient: 0.7841
Epoch 7: loss did not improve from 0.13864
  8/400 [..............................] - ETA: 3:44 - loss: 0.3769 - dice_coefficient: 0.7784
Epoch 7: loss did not improve from 0.13864
  9/400 [..............................] - ETA: 3:43 - loss: 0.3828 - dice_coefficient: 0.7741
Epoch 7: loss did not improve from 0.13864
 10/400 [..............................] - ETA: 3:42 - loss: 0.4200 - dice_coefficient: 0.7466
Epoch 7: loss did not improve from 0.13864
 11/400 [..............................] - ETA: 3:42 - loss: 0.4109 - dice_coefficient: 0.7597
Epoch 7: loss did not improve from 0.13864
 12/400 [..............................] - ETA: 3:41 - loss: 0.4040 - dice_coefficient: 0.7604
Epoch 7: loss did not improve from 0.13864
 13/400 [..............................] - ETA: 3:41 - loss: 0.3962 - dice_coefficient: 0.7695
Epoch 7: loss did not improve from 0.13864
 14/400 [>.............................] - ETA: 3:40 - loss: 0.4493 - dice_coefficient: 0.7391
Epoch 7: loss did not improve from 0.13864
 15/400 [>.............................] - ETA: 3:40 - loss: 0.4345 - dice_coefficient: 0.7478
Epoch 7: loss did not improve from 0.13864
 16/400 [>.............................] - ETA: 3:39 - loss: 0.4200 - dice_coefficient: 0.7563
Epoch 7: loss did not improve from 0.13864
 17/400 [>.............................] - ETA: 3:39 - loss: 0.4099 - dice_coefficient: 0.7605
Epoch 7: loss did not improve from 0.13864
 18/400 [>.............................] - ETA: 3:38 - loss: 0.4035 - dice_coefficient: 0.7619
Epoch 7: loss did not improve from 0.13864
 19/400 [>.............................] - ETA: 3:38 - loss: 0.3932 - dice_coefficient: 0.7682
Epoch 7: loss did not improve from 0.13864
 20/400 [>.............................] - ETA: 3:37 - loss: 0.3941 - dice_coefficient: 0.7669
Epoch 7: loss did not improve from 0.13864
 21/400 [>.............................] - ETA: 3:36 - loss: 0.3996 - dice_coefficient: 0.7628
Epoch 7: loss did not improve from 0.13864
 22/400 [>.............................] - ETA: 3:36 - loss: 0.4169 - dice_coefficient: 0.7513
Epoch 7: loss did not improve from 0.13864
 23/400 [>.............................] - ETA: 3:35 - loss: 0.4182 - dice_coefficient: 0.7481
Epoch 7: loss did not improve from 0.13864
 24/400 [>.............................] - ETA: 3:34 - loss: 0.4163 - dice_coefficient: 0.7477
Epoch 7: loss did not improve from 0.13864
 25/400 [>.............................] - ETA: 3:34 - loss: 0.4136 - dice_coefficient: 0.7508
Epoch 7: loss did not improve from 0.13864
 26/400 [>.............................] - ETA: 3:33 - loss: 0.4165 - dice_coefficient: 0.7465
Epoch 7: loss did not improve from 0.13864
 27/400 [=>............................] - ETA: 3:33 - loss: 0.4053 - dice_coefficient: 0.7532
Epoch 7: loss did not improve from 0.13864
 28/400 [=>............................] - ETA: 3:33 - loss: 0.4122 - dice_coefficient: 0.7485
Epoch 7: loss did not improve from 0.13864
 29/400 [=>............................] - ETA: 3:33 - loss: 0.4063 - dice_coefficient: 0.7528
Epoch 7: loss did not improve from 0.13864
 30/400 [=>............................] - ETA: 3:32 - loss: 0.3997 - dice_coefficient: 0.7574
Epoch 7: loss did not improve from 0.13864
 31/400 [=>............................] - ETA: 3:31 - loss: 0.3979 - dice_coefficient: 0.7573
Epoch 7: loss did not improve from 0.13864
 32/400 [=>............................] - ETA: 3:31 - loss: 0.3953 - dice_coefficient: 0.7584
Epoch 7: loss did not improve from 0.13864
 33/400 [=>............................] - ETA: 3:30 - loss: 0.3893 - dice_coefficient: 0.7618
Epoch 7: loss did not improve from 0.13864
 34/400 [=>............................] - ETA: 3:30 - loss: 0.3880 - dice_coefficient: 0.7631
Epoch 7: loss did not improve from 0.13864
 35/400 [=>............................] - ETA: 3:29 - loss: 0.3926 - dice_coefficient: 0.7587
Epoch 7: loss did not improve from 0.13864
 36/400 [=>............................] - ETA: 3:29 - loss: 0.4267 - dice_coefficient: 0.7436
Epoch 7: loss did not improve from 0.13864
 37/400 [=>............................] - ETA: 3:28 - loss: 0.4257 - dice_coefficient: 0.7433
Epoch 7: loss did not improve from 0.13864
 38/400 [=>............................] - ETA: 3:27 - loss: 0.4457 - dice_coefficient: 0.7323
Epoch 7: loss did not improve from 0.13864
 39/400 [=>............................] - ETA: 3:27 - loss: 0.4474 - dice_coefficient: 0.7322
Epoch 7: loss did not improve from 0.13864
 40/400 [==>...........................] - ETA: 3:26 - loss: 0.4423 - dice_coefficient: 0.7362
Epoch 7: loss did not improve from 0.13864
 41/400 [==>...........................] - ETA: 3:26 - loss: 0.4391 - dice_coefficient: 0.7379
Epoch 7: loss did not improve from 0.13864
 42/400 [==>...........................] - ETA: 3:26 - loss: 0.4374 - dice_coefficient: 0.7397
Epoch 7: loss did not improve from 0.13864
 43/400 [==>...........................] - ETA: 3:26 - loss: 0.4338 - dice_coefficient: 0.7417
Epoch 7: loss did not improve from 0.13864
 44/400 [==>...........................] - ETA: 3:25 - loss: 0.4364 - dice_coefficient: 0.7389
Epoch 7: loss did not improve from 0.13864
 45/400 [==>...........................] - ETA: 3:25 - loss: 0.4353 - dice_coefficient: 0.7401
Epoch 7: loss did not improve from 0.13864
 46/400 [==>...........................] - ETA: 3:24 - loss: 0.4346 - dice_coefficient: 0.7395
Epoch 7: loss did not improve from 0.13864
 47/400 [==>...........................] - ETA: 3:23 - loss: 0.4313 - dice_coefficient: 0.7417
Epoch 7: loss did not improve from 0.13864
 48/400 [==>...........................] - ETA: 3:23 - loss: 0.4302 - dice_coefficient: 0.7412
Epoch 7: loss did not improve from 0.13864
 49/400 [==>...........................] - ETA: 3:22 - loss: 0.4263 - dice_coefficient: 0.7447
Epoch 7: loss did not improve from 0.13864
 50/400 [==>...........................] - ETA: 3:22 - loss: 0.4223 - dice_coefficient: 0.7467
Epoch 7: loss did not improve from 0.13864
 51/400 [==>...........................] - ETA: 3:21 - loss: 0.4180 - dice_coefficient: 0.7489
Epoch 7: loss did not improve from 0.13864
 52/400 [==>...........................] - ETA: 3:20 - loss: 0.4327 - dice_coefficient: 0.7408
Epoch 7: loss did not improve from 0.13864
 53/400 [==>...........................] - ETA: 3:20 - loss: 0.4291 - dice_coefficient: 0.7430
Epoch 7: loss did not improve from 0.13864
 54/400 [===>..........................] - ETA: 3:19 - loss: 0.4281 - dice_coefficient: 0.7443
Epoch 7: loss did not improve from 0.13864
 55/400 [===>..........................] - ETA: 3:19 - loss: 0.4586 - dice_coefficient: 0.7333
Epoch 7: loss did not improve from 0.13864
 56/400 [===>..........................] - ETA: 3:18 - loss: 0.4596 - dice_coefficient: 0.7315
Epoch 7: loss did not improve from 0.13864
 57/400 [===>..........................] - ETA: 3:17 - loss: 0.4550 - dice_coefficient: 0.7336
Epoch 7: loss did not improve from 0.13864
 58/400 [===>..........................] - ETA: 3:17 - loss: 0.4529 - dice_coefficient: 0.7345
Epoch 7: loss did not improve from 0.13864
 59/400 [===>..........................] - ETA: 3:16 - loss: 0.4570 - dice_coefficient: 0.7314
Epoch 7: loss did not improve from 0.13864
 60/400 [===>..........................] - ETA: 3:16 - loss: 0.4575 - dice_coefficient: 0.7313
Epoch 7: loss did not improve from 0.13864
 61/400 [===>..........................] - ETA: 3:15 - loss: 0.4568 - dice_coefficient: 0.7333
Epoch 7: loss did not improve from 0.13864
 62/400 [===>..........................] - ETA: 3:14 - loss: 0.4580 - dice_coefficient: 0.7317
Epoch 7: loss did not improve from 0.13864
 63/400 [===>..........................] - ETA: 3:14 - loss: 0.4556 - dice_coefficient: 0.7339
Epoch 7: loss did not improve from 0.13864
 64/400 [===>..........................] - ETA: 3:13 - loss: 0.4548 - dice_coefficient: 0.7335
Epoch 7: loss did not improve from 0.13864
 65/400 [===>..........................] - ETA: 3:13 - loss: 0.4515 - dice_coefficient: 0.7360
Epoch 7: loss did not improve from 0.13864
 66/400 [===>..........................] - ETA: 3:12 - loss: 0.4544 - dice_coefficient: 0.7332
Epoch 7: loss did not improve from 0.13864
 67/400 [====>.........................] - ETA: 3:11 - loss: 0.4525 - dice_coefficient: 0.7341
Epoch 7: loss did not improve from 0.13864
 68/400 [====>.........................] - ETA: 3:11 - loss: 0.4517 - dice_coefficient: 0.7339
Epoch 7: loss did not improve from 0.13864
 69/400 [====>.........................] - ETA: 3:10 - loss: 0.4565 - dice_coefficient: 0.7311
Epoch 7: loss did not improve from 0.13864
 70/400 [====>.........................] - ETA: 3:10 - loss: 0.4578 - dice_coefficient: 0.7302
Epoch 7: loss did not improve from 0.13864
 71/400 [====>.........................] - ETA: 3:09 - loss: 0.4605 - dice_coefficient: 0.7277
Epoch 7: loss did not improve from 0.13864
 72/400 [====>.........................] - ETA: 3:08 - loss: 0.4616 - dice_coefficient: 0.7271
Epoch 7: loss did not improve from 0.13864
 73/400 [====>.........................] - ETA: 3:08 - loss: 0.4629 - dice_coefficient: 0.7256
Epoch 7: loss did not improve from 0.13864
 74/400 [====>.........................] - ETA: 3:07 - loss: 0.4587 - dice_coefficient: 0.7282
Epoch 7: loss did not improve from 0.13864
 75/400 [====>.........................] - ETA: 3:07 - loss: 0.4616 - dice_coefficient: 0.7256
Epoch 7: loss did not improve from 0.13864
 76/400 [====>.........................] - ETA: 3:06 - loss: 0.4591 - dice_coefficient: 0.7268
Epoch 7: loss did not improve from 0.13864
 77/400 [====>.........................] - ETA: 3:06 - loss: 0.4568 - dice_coefficient: 0.7281
Epoch 7: loss did not improve from 0.13864
 78/400 [====>.........................] - ETA: 3:05 - loss: 0.4581 - dice_coefficient: 0.7265
Epoch 7: loss did not improve from 0.13864
 79/400 [====>.........................] - ETA: 3:04 - loss: 0.4602 - dice_coefficient: 0.7249
Epoch 7: loss did not improve from 0.13864
 80/400 [=====>........................] - ETA: 3:04 - loss: 0.4576 - dice_coefficient: 0.7267
Epoch 7: loss did not improve from 0.13864
 81/400 [=====>........................] - ETA: 3:03 - loss: 0.4549 - dice_coefficient: 0.7281
Epoch 7: loss did not improve from 0.13864
 82/400 [=====>........................] - ETA: 3:03 - loss: 0.4535 - dice_coefficient: 0.7287
Epoch 7: loss did not improve from 0.13864
 83/400 [=====>........................] - ETA: 3:02 - loss: 0.4521 - dice_coefficient: 0.7302
Epoch 7: loss did not improve from 0.13864
 84/400 [=====>........................] - ETA: 3:01 - loss: 0.4525 - dice_coefficient: 0.7303
Epoch 7: loss did not improve from 0.13864
 85/400 [=====>........................] - ETA: 3:01 - loss: 0.4517 - dice_coefficient: 0.7301
Epoch 7: loss did not improve from 0.13864
 86/400 [=====>........................] - ETA: 3:00 - loss: 0.4486 - dice_coefficient: 0.7323
Epoch 7: loss did not improve from 0.13864
 87/400 [=====>........................] - ETA: 3:00 - loss: 0.4598 - dice_coefficient: 0.7271
Epoch 7: loss did not improve from 0.13864
 88/400 [=====>........................] - ETA: 2:59 - loss: 0.4585 - dice_coefficient: 0.7277
Epoch 7: loss did not improve from 0.13864
 89/400 [=====>........................] - ETA: 2:58 - loss: 0.4554 - dice_coefficient: 0.7295
Epoch 7: loss did not improve from 0.13864
 90/400 [=====>........................] - ETA: 2:58 - loss: 0.4616 - dice_coefficient: 0.7257
Epoch 7: loss did not improve from 0.13864
 91/400 [=====>........................] - ETA: 2:57 - loss: 0.4605 - dice_coefficient: 0.7257
Epoch 7: loss did not improve from 0.13864
 92/400 [=====>........................] - ETA: 2:57 - loss: 0.4577 - dice_coefficient: 0.7271
Epoch 7: loss did not improve from 0.13864
 93/400 [=====>........................] - ETA: 2:56 - loss: 0.4585 - dice_coefficient: 0.7265
Epoch 7: loss did not improve from 0.13864
 94/400 [======>.......................] - ETA: 2:56 - loss: 0.4572 - dice_coefficient: 0.7266
Epoch 7: loss did not improve from 0.13864
 95/400 [======>.......................] - ETA: 2:55 - loss: 0.4682 - dice_coefficient: 0.7219
Epoch 7: loss did not improve from 0.13864
 96/400 [======>.......................] - ETA: 2:54 - loss: 0.4655 - dice_coefficient: 0.7239
Epoch 7: loss did not improve from 0.13864
 97/400 [======>.......................] - ETA: 2:54 - loss: 0.4648 - dice_coefficient: 0.7241
Epoch 7: loss did not improve from 0.13864
 98/400 [======>.......................] - ETA: 2:53 - loss: 0.4614 - dice_coefficient: 0.7262
Epoch 7: loss did not improve from 0.13864
 99/400 [======>.......................] - ETA: 2:53 - loss: 0.4607 - dice_coefficient: 0.7263
Epoch 7: loss did not improve from 0.13864
100/400 [======>.......................] - ETA: 2:52 - loss: 0.4647 - dice_coefficient: 0.7239
Epoch 7: loss did not improve from 0.13864
101/400 [======>.......................] - ETA: 2:51 - loss: 0.4613 - dice_coefficient: 0.7260
Epoch 7: loss did not improve from 0.13864
102/400 [======>.......................] - ETA: 2:51 - loss: 0.4617 - dice_coefficient: 0.7250
Epoch 7: loss did not improve from 0.13864
103/400 [======>.......................] - ETA: 2:50 - loss: 0.4593 - dice_coefficient: 0.7267
Epoch 7: loss did not improve from 0.13864
104/400 [======>.......................] - ETA: 2:50 - loss: 0.4592 - dice_coefficient: 0.7267
Epoch 7: loss did not improve from 0.13864
105/400 [======>.......................] - ETA: 2:49 - loss: 0.4571 - dice_coefficient: 0.7280
Epoch 7: loss did not improve from 0.13864
106/400 [======>.......................] - ETA: 2:49 - loss: 0.4550 - dice_coefficient: 0.7292
Epoch 7: loss did not improve from 0.13864
107/400 [=======>......................] - ETA: 2:48 - loss: 0.4534 - dice_coefficient: 0.7300
Epoch 7: loss did not improve from 0.13864
108/400 [=======>......................] - ETA: 2:47 - loss: 0.4511 - dice_coefficient: 0.7311
Epoch 7: loss did not improve from 0.13864
109/400 [=======>......................] - ETA: 2:47 - loss: 0.4487 - dice_coefficient: 0.7327
Epoch 7: loss did not improve from 0.13864
110/400 [=======>......................] - ETA: 2:46 - loss: 0.4465 - dice_coefficient: 0.7342
Epoch 7: loss did not improve from 0.13864
111/400 [=======>......................] - ETA: 2:46 - loss: 0.4464 - dice_coefficient: 0.7338
Epoch 7: loss did not improve from 0.13864
112/400 [=======>......................] - ETA: 2:45 - loss: 0.4452 - dice_coefficient: 0.7348
Epoch 7: loss did not improve from 0.13864
113/400 [=======>......................] - ETA: 2:44 - loss: 0.4447 - dice_coefficient: 0.7349
Epoch 7: loss did not improve from 0.13864
114/400 [=======>......................] - ETA: 2:44 - loss: 0.4440 - dice_coefficient: 0.7347
Epoch 7: loss did not improve from 0.13864
115/400 [=======>......................] - ETA: 2:43 - loss: 0.4425 - dice_coefficient: 0.7355
Epoch 7: loss did not improve from 0.13864
116/400 [=======>......................] - ETA: 2:43 - loss: 0.4430 - dice_coefficient: 0.7350
Epoch 7: loss did not improve from 0.13864
117/400 [=======>......................] - ETA: 2:42 - loss: 0.4405 - dice_coefficient: 0.7366
Epoch 7: loss did not improve from 0.13864
118/400 [=======>......................] - ETA: 2:42 - loss: 0.4392 - dice_coefficient: 0.7371
Epoch 7: loss did not improve from 0.13864
119/400 [=======>......................] - ETA: 2:41 - loss: 0.4374 - dice_coefficient: 0.7381
Epoch 7: loss did not improve from 0.13864
120/400 [========>.....................] - ETA: 2:40 - loss: 0.4372 - dice_coefficient: 0.7385
Epoch 7: loss did not improve from 0.13864
121/400 [========>.....................] - ETA: 2:40 - loss: 0.4376 - dice_coefficient: 0.7380
Epoch 7: loss did not improve from 0.13864
122/400 [========>.....................] - ETA: 2:39 - loss: 0.4360 - dice_coefficient: 0.7388
Epoch 7: loss did not improve from 0.13864
123/400 [========>.....................] - ETA: 2:39 - loss: 0.4343 - dice_coefficient: 0.7401
Epoch 7: loss did not improve from 0.13864
124/400 [========>.....................] - ETA: 2:38 - loss: 0.4334 - dice_coefficient: 0.7408
Epoch 7: loss did not improve from 0.13864
125/400 [========>.....................] - ETA: 2:38 - loss: 0.4329 - dice_coefficient: 0.7410
Epoch 7: loss did not improve from 0.13864
126/400 [========>.....................] - ETA: 2:37 - loss: 0.4323 - dice_coefficient: 0.7416
Epoch 7: loss did not improve from 0.13864
127/400 [========>.....................] - ETA: 2:36 - loss: 0.4315 - dice_coefficient: 0.7420
Epoch 7: loss did not improve from 0.13864
128/400 [========>.....................] - ETA: 2:36 - loss: 0.4309 - dice_coefficient: 0.7422
Epoch 7: loss did not improve from 0.13864
129/400 [========>.....................] - ETA: 2:35 - loss: 0.4306 - dice_coefficient: 0.7426
Epoch 7: loss did not improve from 0.13864
130/400 [========>.....................] - ETA: 2:35 - loss: 0.4290 - dice_coefficient: 0.7434
Epoch 7: loss did not improve from 0.13864
131/400 [========>.....................] - ETA: 2:34 - loss: 0.4280 - dice_coefficient: 0.7438
Epoch 7: loss did not improve from 0.13864
132/400 [========>.....................] - ETA: 2:34 - loss: 0.4264 - dice_coefficient: 0.7449
Epoch 7: loss did not improve from 0.13864
133/400 [========>.....................] - ETA: 2:33 - loss: 0.4265 - dice_coefficient: 0.7444
Epoch 7: loss did not improve from 0.13864
134/400 [=========>....................] - ETA: 2:32 - loss: 0.4263 - dice_coefficient: 0.7448
Epoch 7: loss did not improve from 0.13864
135/400 [=========>....................] - ETA: 2:32 - loss: 0.4260 - dice_coefficient: 0.7448
Epoch 7: loss did not improve from 0.13864
136/400 [=========>....................] - ETA: 2:31 - loss: 0.4260 - dice_coefficient: 0.7445
Epoch 7: loss did not improve from 0.13864
137/400 [=========>....................] - ETA: 2:31 - loss: 0.4244 - dice_coefficient: 0.7453
Epoch 7: loss did not improve from 0.13864
138/400 [=========>....................] - ETA: 2:30 - loss: 0.4290 - dice_coefficient: 0.7425
Epoch 7: loss did not improve from 0.13864
139/400 [=========>....................] - ETA: 2:30 - loss: 0.4280 - dice_coefficient: 0.7437
Epoch 7: loss did not improve from 0.13864
140/400 [=========>....................] - ETA: 2:29 - loss: 0.4274 - dice_coefficient: 0.7440
Epoch 7: loss did not improve from 0.13864
141/400 [=========>....................] - ETA: 2:28 - loss: 0.4252 - dice_coefficient: 0.7454
Epoch 7: loss did not improve from 0.13864
142/400 [=========>....................] - ETA: 2:28 - loss: 0.4273 - dice_coefficient: 0.7440
Epoch 7: loss did not improve from 0.13864
143/400 [=========>....................] - ETA: 2:27 - loss: 0.4273 - dice_coefficient: 0.7436
Epoch 7: loss did not improve from 0.13864
144/400 [=========>....................] - ETA: 2:27 - loss: 0.4321 - dice_coefficient: 0.7408
Epoch 7: loss did not improve from 0.13864
145/400 [=========>....................] - ETA: 2:26 - loss: 0.4302 - dice_coefficient: 0.7418
Epoch 7: loss did not improve from 0.13864
146/400 [=========>....................] - ETA: 2:25 - loss: 0.4331 - dice_coefficient: 0.7400
Epoch 7: loss did not improve from 0.13864
147/400 [==========>...................] - ETA: 2:25 - loss: 0.4326 - dice_coefficient: 0.7398
Epoch 7: loss did not improve from 0.13864
148/400 [==========>...................] - ETA: 2:24 - loss: 0.4329 - dice_coefficient: 0.7392
Epoch 7: loss did not improve from 0.13864
149/400 [==========>...................] - ETA: 2:24 - loss: 0.4326 - dice_coefficient: 0.7394
Epoch 7: loss did not improve from 0.13864
150/400 [==========>...................] - ETA: 2:23 - loss: 0.4320 - dice_coefficient: 0.7403
Epoch 7: loss did not improve from 0.13864
151/400 [==========>...................] - ETA: 2:23 - loss: 0.4308 - dice_coefficient: 0.7408
Epoch 7: loss did not improve from 0.13864
152/400 [==========>...................] - ETA: 2:22 - loss: 0.4312 - dice_coefficient: 0.7402
Epoch 7: loss did not improve from 0.13864
153/400 [==========>...................] - ETA: 2:21 - loss: 0.4322 - dice_coefficient: 0.7395
Epoch 7: loss did not improve from 0.13864
154/400 [==========>...................] - ETA: 2:21 - loss: 0.4336 - dice_coefficient: 0.7382
Epoch 7: loss did not improve from 0.13864
155/400 [==========>...................] - ETA: 2:20 - loss: 0.4328 - dice_coefficient: 0.7389
Epoch 7: loss did not improve from 0.13864
156/400 [==========>...................] - ETA: 2:20 - loss: 0.4324 - dice_coefficient: 0.7389
Epoch 7: loss did not improve from 0.13864
157/400 [==========>...................] - ETA: 2:19 - loss: 0.4317 - dice_coefficient: 0.7394
Epoch 7: loss did not improve from 0.13864
158/400 [==========>...................] - ETA: 2:18 - loss: 0.4314 - dice_coefficient: 0.7394
Epoch 7: loss did not improve from 0.13864
159/400 [==========>...................] - ETA: 2:18 - loss: 0.4338 - dice_coefficient: 0.7377
Epoch 7: loss did not improve from 0.13864
160/400 [===========>..................] - ETA: 2:17 - loss: 0.4371 - dice_coefficient: 0.7357
Epoch 7: loss did not improve from 0.13864
161/400 [===========>..................] - ETA: 2:17 - loss: 0.4396 - dice_coefficient: 0.7340
Epoch 7: loss did not improve from 0.13864
162/400 [===========>..................] - ETA: 2:16 - loss: 0.4415 - dice_coefficient: 0.7327
Epoch 7: loss did not improve from 0.13864
163/400 [===========>..................] - ETA: 2:16 - loss: 0.4400 - dice_coefficient: 0.7338
Epoch 7: loss did not improve from 0.13864
164/400 [===========>..................] - ETA: 2:15 - loss: 0.4389 - dice_coefficient: 0.7347
Epoch 7: loss did not improve from 0.13864
165/400 [===========>..................] - ETA: 2:14 - loss: 0.4387 - dice_coefficient: 0.7347
Epoch 7: loss did not improve from 0.13864
166/400 [===========>..................] - ETA: 2:14 - loss: 0.4390 - dice_coefficient: 0.7341
Epoch 7: loss did not improve from 0.13864
167/400 [===========>..................] - ETA: 2:13 - loss: 0.4385 - dice_coefficient: 0.7348
Epoch 7: loss did not improve from 0.13864
168/400 [===========>..................] - ETA: 2:13 - loss: 0.4370 - dice_coefficient: 0.7359
Epoch 7: loss did not improve from 0.13864
169/400 [===========>..................] - ETA: 2:12 - loss: 0.4359 - dice_coefficient: 0.7366
Epoch 7: loss did not improve from 0.13864
170/400 [===========>..................] - ETA: 2:12 - loss: 0.4361 - dice_coefficient: 0.7363
Epoch 7: loss did not improve from 0.13864
171/400 [===========>..................] - ETA: 2:11 - loss: 0.4354 - dice_coefficient: 0.7366
Epoch 7: loss did not improve from 0.13864
172/400 [===========>..................] - ETA: 2:10 - loss: 0.4347 - dice_coefficient: 0.7367
Epoch 7: loss did not improve from 0.13864
173/400 [===========>..................] - ETA: 2:10 - loss: 0.4337 - dice_coefficient: 0.7371
Epoch 7: loss did not improve from 0.13864
174/400 [============>.................] - ETA: 2:09 - loss: 0.4335 - dice_coefficient: 0.7370
Epoch 7: loss did not improve from 0.13864
175/400 [============>.................] - ETA: 2:09 - loss: 0.4369 - dice_coefficient: 0.7350
Epoch 7: loss did not improve from 0.13864
176/400 [============>.................] - ETA: 2:08 - loss: 0.4354 - dice_coefficient: 0.7357
Epoch 7: loss did not improve from 0.13864
177/400 [============>.................] - ETA: 2:07 - loss: 0.4354 - dice_coefficient: 0.7358
Epoch 7: loss did not improve from 0.13864
178/400 [============>.................] - ETA: 2:07 - loss: 0.4340 - dice_coefficient: 0.7366
Epoch 7: loss did not improve from 0.13864
179/400 [============>.................] - ETA: 2:06 - loss: 0.4344 - dice_coefficient: 0.7359
Epoch 7: loss did not improve from 0.13864
180/400 [============>.................] - ETA: 2:06 - loss: 0.4338 - dice_coefficient: 0.7360
Epoch 7: loss did not improve from 0.13864
181/400 [============>.................] - ETA: 2:05 - loss: 0.4334 - dice_coefficient: 0.7362
Epoch 7: loss did not improve from 0.13864
182/400 [============>.................] - ETA: 2:05 - loss: 0.4319 - dice_coefficient: 0.7371
Epoch 7: loss did not improve from 0.13864
183/400 [============>.................] - ETA: 2:04 - loss: 0.4308 - dice_coefficient: 0.7379
Epoch 7: loss did not improve from 0.13864
184/400 [============>.................] - ETA: 2:03 - loss: 0.4300 - dice_coefficient: 0.7382
Epoch 7: loss did not improve from 0.13864
185/400 [============>.................] - ETA: 2:03 - loss: 0.4292 - dice_coefficient: 0.7386
Epoch 7: loss did not improve from 0.13864
186/400 [============>.................] - ETA: 2:02 - loss: 0.4282 - dice_coefficient: 0.7391
Epoch 7: loss did not improve from 0.13864
187/400 [=============>................] - ETA: 2:02 - loss: 0.4275 - dice_coefficient: 0.7397
Epoch 7: loss did not improve from 0.13864
188/400 [=============>................] - ETA: 2:01 - loss: 0.4265 - dice_coefficient: 0.7402
Epoch 7: loss did not improve from 0.13864
189/400 [=============>................] - ETA: 2:01 - loss: 0.4283 - dice_coefficient: 0.7390
Epoch 7: loss did not improve from 0.13864
190/400 [=============>................] - ETA: 2:00 - loss: 0.4273 - dice_coefficient: 0.7394
Epoch 7: loss did not improve from 0.13864
191/400 [=============>................] - ETA: 1:59 - loss: 0.4296 - dice_coefficient: 0.7379
Epoch 7: loss did not improve from 0.13864
192/400 [=============>................] - ETA: 1:59 - loss: 0.4288 - dice_coefficient: 0.7383
Epoch 7: loss did not improve from 0.13864
193/400 [=============>................] - ETA: 1:58 - loss: 0.4307 - dice_coefficient: 0.7369
Epoch 7: loss did not improve from 0.13864
194/400 [=============>................] - ETA: 1:58 - loss: 0.4314 - dice_coefficient: 0.7361
Epoch 7: loss did not improve from 0.13864
195/400 [=============>................] - ETA: 1:57 - loss: 0.4308 - dice_coefficient: 0.7363
Epoch 7: loss did not improve from 0.13864
196/400 [=============>................] - ETA: 1:57 - loss: 0.4311 - dice_coefficient: 0.7369
Epoch 7: loss did not improve from 0.13864
197/400 [=============>................] - ETA: 1:56 - loss: 0.4303 - dice_coefficient: 0.7372
Epoch 7: loss did not improve from 0.13864
198/400 [=============>................] - ETA: 1:55 - loss: 0.4314 - dice_coefficient: 0.7366
Epoch 7: loss did not improve from 0.13864
199/400 [=============>................] - ETA: 1:55 - loss: 0.4362 - dice_coefficient: 0.7344
Epoch 7: loss did not improve from 0.13864
200/400 [==============>...............] - ETA: 1:54 - loss: 0.4356 - dice_coefficient: 0.7349
Epoch 7: loss did not improve from 0.13864
201/400 [==============>...............] - ETA: 1:54 - loss: 0.4360 - dice_coefficient: 0.7345
Epoch 7: loss did not improve from 0.13864
202/400 [==============>...............] - ETA: 1:53 - loss: 0.4417 - dice_coefficient: 0.7321
Epoch 7: loss did not improve from 0.13864
203/400 [==============>...............] - ETA: 1:53 - loss: 0.4405 - dice_coefficient: 0.7328
Epoch 7: loss did not improve from 0.13864
204/400 [==============>...............] - ETA: 1:52 - loss: 0.4397 - dice_coefficient: 0.7331
Epoch 7: loss did not improve from 0.13864
205/400 [==============>...............] - ETA: 1:51 - loss: 0.4388 - dice_coefficient: 0.7336
Epoch 7: loss did not improve from 0.13864
206/400 [==============>...............] - ETA: 1:51 - loss: 0.4395 - dice_coefficient: 0.7335
Epoch 7: loss did not improve from 0.13864
207/400 [==============>...............] - ETA: 1:50 - loss: 0.4402 - dice_coefficient: 0.7328
Epoch 7: loss did not improve from 0.13864
208/400 [==============>...............] - ETA: 1:50 - loss: 0.4392 - dice_coefficient: 0.7335
Epoch 7: loss did not improve from 0.13864
209/400 [==============>...............] - ETA: 1:49 - loss: 0.4387 - dice_coefficient: 0.7336
Epoch 7: loss did not improve from 0.13864
210/400 [==============>...............] - ETA: 1:49 - loss: 0.5149 - dice_coefficient: 0.7301
Epoch 7: loss did not improve from 0.13864
211/400 [==============>...............] - ETA: 1:48 - loss: 0.5136 - dice_coefficient: 0.7308
Epoch 7: loss did not improve from 0.13864
212/400 [==============>...............] - ETA: 1:47 - loss: 0.5146 - dice_coefficient: 0.7302
Epoch 7: loss did not improve from 0.13864
213/400 [==============>...............] - ETA: 1:47 - loss: 0.5153 - dice_coefficient: 0.7292
Epoch 7: loss did not improve from 0.13864
214/400 [===============>..............] - ETA: 1:46 - loss: 0.5161 - dice_coefficient: 0.7283
Epoch 7: loss did not improve from 0.13864
215/400 [===============>..............] - ETA: 1:46 - loss: 0.5151 - dice_coefficient: 0.7286
Epoch 7: loss did not improve from 0.13864
216/400 [===============>..............] - ETA: 1:45 - loss: 0.5153 - dice_coefficient: 0.7281
Epoch 7: loss did not improve from 0.13864
217/400 [===============>..............] - ETA: 1:45 - loss: 0.5136 - dice_coefficient: 0.7290
Epoch 7: loss did not improve from 0.13864
218/400 [===============>..............] - ETA: 1:44 - loss: 0.5121 - dice_coefficient: 0.7298
Epoch 7: loss did not improve from 0.13864
219/400 [===============>..............] - ETA: 1:43 - loss: 0.5107 - dice_coefficient: 0.7303
Epoch 7: loss did not improve from 0.13864
220/400 [===============>..............] - ETA: 1:43 - loss: 0.5097 - dice_coefficient: 0.7305
Epoch 7: loss did not improve from 0.13864
221/400 [===============>..............] - ETA: 1:42 - loss: 0.5099 - dice_coefficient: 0.7301
Epoch 7: loss did not improve from 0.13864
222/400 [===============>..............] - ETA: 1:42 - loss: 0.5090 - dice_coefficient: 0.7306
Epoch 7: loss did not improve from 0.13864
223/400 [===============>..............] - ETA: 1:41 - loss: 0.5079 - dice_coefficient: 0.7311
Epoch 7: loss did not improve from 0.13864
224/400 [===============>..............] - ETA: 1:40 - loss: 0.5060 - dice_coefficient: 0.7320
Epoch 7: loss did not improve from 0.13864
225/400 [===============>..............] - ETA: 1:40 - loss: 0.5047 - dice_coefficient: 0.7328
Epoch 7: loss did not improve from 0.13864
226/400 [===============>..............] - ETA: 1:39 - loss: 0.5035 - dice_coefficient: 0.7332
Epoch 7: loss did not improve from 0.13864
227/400 [================>.............] - ETA: 1:39 - loss: 0.5060 - dice_coefficient: 0.7317
Epoch 7: loss did not improve from 0.13864
228/400 [================>.............] - ETA: 1:38 - loss: 0.5059 - dice_coefficient: 0.7313
Epoch 7: loss did not improve from 0.13864
229/400 [================>.............] - ETA: 1:38 - loss: 0.5054 - dice_coefficient: 0.7311
Epoch 7: loss did not improve from 0.13864
230/400 [================>.............] - ETA: 1:37 - loss: 0.5049 - dice_coefficient: 0.7314
Epoch 7: loss did not improve from 0.13864
231/400 [================>.............] - ETA: 1:36 - loss: 0.5044 - dice_coefficient: 0.7318
Epoch 7: loss did not improve from 0.13864
232/400 [================>.............] - ETA: 1:36 - loss: 0.5051 - dice_coefficient: 0.7309
Epoch 7: loss did not improve from 0.13864
233/400 [================>.............] - ETA: 1:35 - loss: 0.5058 - dice_coefficient: 0.7302
Epoch 7: loss did not improve from 0.13864
234/400 [================>.............] - ETA: 1:35 - loss: 0.5049 - dice_coefficient: 0.7305
Epoch 7: loss did not improve from 0.13864
235/400 [================>.............] - ETA: 1:34 - loss: 0.5044 - dice_coefficient: 0.7305
Epoch 7: loss did not improve from 0.13864
236/400 [================>.............] - ETA: 1:34 - loss: 0.5038 - dice_coefficient: 0.7308
Epoch 7: loss did not improve from 0.13864
237/400 [================>.............] - ETA: 1:33 - loss: 0.5033 - dice_coefficient: 0.7308
Epoch 7: loss did not improve from 0.13864
238/400 [================>.............] - ETA: 1:32 - loss: 0.5049 - dice_coefficient: 0.7295
Epoch 7: loss did not improve from 0.13864
239/400 [================>.............] - ETA: 1:32 - loss: 0.5047 - dice_coefficient: 0.7296
Epoch 7: loss did not improve from 0.13864
240/400 [=================>............] - ETA: 1:31 - loss: 0.5037 - dice_coefficient: 0.7299
Epoch 7: loss did not improve from 0.13864
241/400 [=================>............] - ETA: 1:31 - loss: 0.5022 - dice_coefficient: 0.7308
Epoch 7: loss did not improve from 0.13864
242/400 [=================>............] - ETA: 1:30 - loss: 0.5008 - dice_coefficient: 0.7315
Epoch 7: loss did not improve from 0.13864
243/400 [=================>............] - ETA: 1:30 - loss: 0.4997 - dice_coefficient: 0.7321
Epoch 7: loss did not improve from 0.13864
244/400 [=================>............] - ETA: 1:29 - loss: 0.4987 - dice_coefficient: 0.7324
Epoch 7: loss did not improve from 0.13864
245/400 [=================>............] - ETA: 1:28 - loss: 0.4980 - dice_coefficient: 0.7331
Epoch 7: loss did not improve from 0.13864
246/400 [=================>............] - ETA: 1:28 - loss: 0.4974 - dice_coefficient: 0.7334
Epoch 7: loss did not improve from 0.13864
247/400 [=================>............] - ETA: 1:27 - loss: 0.4973 - dice_coefficient: 0.7334
Epoch 7: loss did not improve from 0.13864
248/400 [=================>............] - ETA: 1:27 - loss: 0.4960 - dice_coefficient: 0.7340
Epoch 7: loss did not improve from 0.13864
249/400 [=================>............] - ETA: 1:26 - loss: 0.4966 - dice_coefficient: 0.7334
Epoch 7: loss did not improve from 0.13864
250/400 [=================>............] - ETA: 1:26 - loss: 0.4960 - dice_coefficient: 0.7336
Epoch 7: loss did not improve from 0.13864
251/400 [=================>............] - ETA: 1:25 - loss: 0.4949 - dice_coefficient: 0.7342
Epoch 7: loss did not improve from 0.13864
252/400 [=================>............] - ETA: 1:24 - loss: 0.4934 - dice_coefficient: 0.7349
Epoch 7: loss did not improve from 0.13864
253/400 [=================>............] - ETA: 1:24 - loss: 0.4928 - dice_coefficient: 0.7350
Epoch 7: loss did not improve from 0.13864
254/400 [==================>...........] - ETA: 1:23 - loss: 0.4924 - dice_coefficient: 0.7350
Epoch 7: loss did not improve from 0.13864
255/400 [==================>...........] - ETA: 1:23 - loss: 0.4913 - dice_coefficient: 0.7354
Epoch 7: loss did not improve from 0.13864
256/400 [==================>...........] - ETA: 1:22 - loss: 0.4922 - dice_coefficient: 0.7346
Epoch 7: loss did not improve from 0.13864
257/400 [==================>...........] - ETA: 1:22 - loss: 0.4910 - dice_coefficient: 0.7353
Epoch 7: loss did not improve from 0.13864
258/400 [==================>...........] - ETA: 1:21 - loss: 0.4897 - dice_coefficient: 0.7360
Epoch 7: loss did not improve from 0.13864
259/400 [==================>...........] - ETA: 1:20 - loss: 0.4903 - dice_coefficient: 0.7354
Epoch 7: loss did not improve from 0.13864
260/400 [==================>...........] - ETA: 1:20 - loss: 0.4905 - dice_coefficient: 0.7349
Epoch 7: loss did not improve from 0.13864
261/400 [==================>...........] - ETA: 1:19 - loss: 0.4892 - dice_coefficient: 0.7356
Epoch 7: loss did not improve from 0.13864
262/400 [==================>...........] - ETA: 1:19 - loss: 0.4912 - dice_coefficient: 0.7343
Epoch 7: loss did not improve from 0.13864
263/400 [==================>...........] - ETA: 1:18 - loss: 0.4902 - dice_coefficient: 0.7347
Epoch 7: loss did not improve from 0.13864
264/400 [==================>...........] - ETA: 1:17 - loss: 0.4899 - dice_coefficient: 0.7346
Epoch 7: loss did not improve from 0.13864
265/400 [==================>...........] - ETA: 1:17 - loss: 0.4897 - dice_coefficient: 0.7344
Epoch 7: loss did not improve from 0.13864
266/400 [==================>...........] - ETA: 1:16 - loss: 0.4906 - dice_coefficient: 0.7336
Epoch 7: loss did not improve from 0.13864
267/400 [===================>..........] - ETA: 1:16 - loss: 0.4900 - dice_coefficient: 0.7336
Epoch 7: loss did not improve from 0.13864
268/400 [===================>..........] - ETA: 1:15 - loss: 0.4894 - dice_coefficient: 0.7337
Epoch 7: loss did not improve from 0.13864
269/400 [===================>..........] - ETA: 1:15 - loss: 0.4883 - dice_coefficient: 0.7344
Epoch 7: loss did not improve from 0.13864
270/400 [===================>..........] - ETA: 1:14 - loss: 0.4876 - dice_coefficient: 0.7347
Epoch 7: loss did not improve from 0.13864
271/400 [===================>..........] - ETA: 1:13 - loss: 0.4862 - dice_coefficient: 0.7354
Epoch 7: loss did not improve from 0.13864
272/400 [===================>..........] - ETA: 1:13 - loss: 0.4849 - dice_coefficient: 0.7361
Epoch 7: loss did not improve from 0.13864
273/400 [===================>..........] - ETA: 1:12 - loss: 0.4843 - dice_coefficient: 0.7362
Epoch 7: loss did not improve from 0.13864
274/400 [===================>..........] - ETA: 1:12 - loss: 0.4833 - dice_coefficient: 0.7369
Epoch 7: loss did not improve from 0.13864
275/400 [===================>..........] - ETA: 1:11 - loss: 0.4837 - dice_coefficient: 0.7364
Epoch 7: loss did not improve from 0.13864
276/400 [===================>..........] - ETA: 1:11 - loss: 0.4836 - dice_coefficient: 0.7361
Epoch 7: loss did not improve from 0.13864
277/400 [===================>..........] - ETA: 1:10 - loss: 0.4827 - dice_coefficient: 0.7366
Epoch 7: loss did not improve from 0.13864
278/400 [===================>..........] - ETA: 1:09 - loss: 0.4822 - dice_coefficient: 0.7367
Epoch 7: loss did not improve from 0.13864
279/400 [===================>..........] - ETA: 1:09 - loss: 0.4817 - dice_coefficient: 0.7368
Epoch 7: loss did not improve from 0.13864
280/400 [====================>.........] - ETA: 1:08 - loss: 0.4805 - dice_coefficient: 0.7374
Epoch 7: loss did not improve from 0.13864
281/400 [====================>.........] - ETA: 1:08 - loss: 0.4793 - dice_coefficient: 0.7380
Epoch 7: loss did not improve from 0.13864
282/400 [====================>.........] - ETA: 1:07 - loss: 0.4828 - dice_coefficient: 0.7363
Epoch 7: loss did not improve from 0.13864
283/400 [====================>.........] - ETA: 1:07 - loss: 0.4818 - dice_coefficient: 0.7368
Epoch 7: loss did not improve from 0.13864
284/400 [====================>.........] - ETA: 1:06 - loss: 0.4847 - dice_coefficient: 0.7353
Epoch 7: loss did not improve from 0.13864
285/400 [====================>.........] - ETA: 1:05 - loss: 0.4874 - dice_coefficient: 0.7339
Epoch 7: loss did not improve from 0.13864
286/400 [====================>.........] - ETA: 1:05 - loss: 0.4869 - dice_coefficient: 0.7339
Epoch 7: loss did not improve from 0.13864
287/400 [====================>.........] - ETA: 1:04 - loss: 0.4867 - dice_coefficient: 0.7338
Epoch 7: loss did not improve from 0.13864
288/400 [====================>.........] - ETA: 1:04 - loss: 0.4863 - dice_coefficient: 0.7338
Epoch 7: loss did not improve from 0.13864
289/400 [====================>.........] - ETA: 1:03 - loss: 0.4865 - dice_coefficient: 0.7335
Epoch 7: loss did not improve from 0.13864
290/400 [====================>.........] - ETA: 1:03 - loss: 0.4875 - dice_coefficient: 0.7327
Epoch 7: loss did not improve from 0.13864
291/400 [====================>.........] - ETA: 1:02 - loss: 0.4869 - dice_coefficient: 0.7329
Epoch 7: loss did not improve from 0.13864
292/400 [====================>.........] - ETA: 1:01 - loss: 0.4881 - dice_coefficient: 0.7319
Epoch 7: loss did not improve from 0.13864
293/400 [====================>.........] - ETA: 1:01 - loss: 0.4870 - dice_coefficient: 0.7325
Epoch 7: loss did not improve from 0.13864
294/400 [=====================>........] - ETA: 1:00 - loss: 0.4863 - dice_coefficient: 0.7329
Epoch 7: loss did not improve from 0.13864
295/400 [=====================>........] - ETA: 1:00 - loss: 0.4853 - dice_coefficient: 0.7332
Epoch 7: loss did not improve from 0.13864
296/400 [=====================>........] - ETA: 59s - loss: 0.4845 - dice_coefficient: 0.7339 
Epoch 7: loss did not improve from 0.13864
297/400 [=====================>........] - ETA: 59s - loss: 0.4849 - dice_coefficient: 0.7334
Epoch 7: loss did not improve from 0.13864
298/400 [=====================>........] - ETA: 58s - loss: 0.4841 - dice_coefficient: 0.7337
Epoch 7: loss did not improve from 0.13864
299/400 [=====================>........] - ETA: 57s - loss: 0.4837 - dice_coefficient: 0.7339
Epoch 7: loss did not improve from 0.13864
300/400 [=====================>........] - ETA: 57s - loss: 0.4833 - dice_coefficient: 0.7341
Epoch 7: loss did not improve from 0.13864
301/400 [=====================>........] - ETA: 56s - loss: 0.4824 - dice_coefficient: 0.7346
Epoch 7: loss did not improve from 0.13864
302/400 [=====================>........] - ETA: 56s - loss: 0.4850 - dice_coefficient: 0.7333
Epoch 7: loss did not improve from 0.13864
303/400 [=====================>........] - ETA: 55s - loss: 0.4850 - dice_coefficient: 0.7333
Epoch 7: loss did not improve from 0.13864
304/400 [=====================>........] - ETA: 55s - loss: 0.4852 - dice_coefficient: 0.7330
Epoch 7: loss did not improve from 0.13864
305/400 [=====================>........] - ETA: 54s - loss: 0.4852 - dice_coefficient: 0.7329
Epoch 7: loss did not improve from 0.13864
306/400 [=====================>........] - ETA: 53s - loss: 0.4856 - dice_coefficient: 0.7323
Epoch 7: loss did not improve from 0.13864
307/400 [======================>.......] - ETA: 53s - loss: 0.4848 - dice_coefficient: 0.7327
Epoch 7: loss did not improve from 0.13864
308/400 [======================>.......] - ETA: 52s - loss: 0.4843 - dice_coefficient: 0.7328
Epoch 7: loss did not improve from 0.13864
309/400 [======================>.......] - ETA: 52s - loss: 0.4835 - dice_coefficient: 0.7331
Epoch 7: loss did not improve from 0.13864
310/400 [======================>.......] - ETA: 51s - loss: 0.4834 - dice_coefficient: 0.7329
Epoch 7: loss did not improve from 0.13864
311/400 [======================>.......] - ETA: 51s - loss: 0.4826 - dice_coefficient: 0.7333
Epoch 7: loss did not improve from 0.13864
312/400 [======================>.......] - ETA: 50s - loss: 0.4821 - dice_coefficient: 0.7335
Epoch 7: loss did not improve from 0.13864
313/400 [======================>.......] - ETA: 49s - loss: 0.4812 - dice_coefficient: 0.7340
Epoch 7: loss did not improve from 0.13864
314/400 [======================>.......] - ETA: 49s - loss: 0.4805 - dice_coefficient: 0.7343
Epoch 7: loss did not improve from 0.13864
315/400 [======================>.......] - ETA: 48s - loss: 0.4802 - dice_coefficient: 0.7343
Epoch 7: loss did not improve from 0.13864
316/400 [======================>.......] - ETA: 48s - loss: 0.4793 - dice_coefficient: 0.7347
Epoch 7: loss did not improve from 0.13864
317/400 [======================>.......] - ETA: 47s - loss: 0.4782 - dice_coefficient: 0.7352
Epoch 7: loss did not improve from 0.13864
318/400 [======================>.......] - ETA: 46s - loss: 0.4777 - dice_coefficient: 0.7357
Epoch 7: loss did not improve from 0.13864
319/400 [======================>.......] - ETA: 46s - loss: 0.4768 - dice_coefficient: 0.7361
Epoch 7: loss did not improve from 0.13864
320/400 [=======================>......] - ETA: 45s - loss: 0.4765 - dice_coefficient: 0.7360
Epoch 7: loss did not improve from 0.13864
321/400 [=======================>......] - ETA: 45s - loss: 0.4765 - dice_coefficient: 0.7358
Epoch 7: loss did not improve from 0.13864
322/400 [=======================>......] - ETA: 44s - loss: 0.4758 - dice_coefficient: 0.7361
Epoch 7: loss did not improve from 0.13864
323/400 [=======================>......] - ETA: 44s - loss: 0.4755 - dice_coefficient: 0.7364
Epoch 7: loss did not improve from 0.13864
324/400 [=======================>......] - ETA: 43s - loss: 0.4747 - dice_coefficient: 0.7368
Epoch 7: loss did not improve from 0.13864
325/400 [=======================>......] - ETA: 42s - loss: 0.4738 - dice_coefficient: 0.7373
Epoch 7: loss did not improve from 0.13864
326/400 [=======================>......] - ETA: 42s - loss: 0.4732 - dice_coefficient: 0.7376
Epoch 7: loss did not improve from 0.13864
327/400 [=======================>......] - ETA: 41s - loss: 0.4731 - dice_coefficient: 0.7376
Epoch 7: loss did not improve from 0.13864
328/400 [=======================>......] - ETA: 41s - loss: 0.4727 - dice_coefficient: 0.7378
Epoch 7: loss did not improve from 0.13864
329/400 [=======================>......] - ETA: 40s - loss: 0.4723 - dice_coefficient: 0.7379
Epoch 7: loss did not improve from 0.13864
330/400 [=======================>......] - ETA: 40s - loss: 0.4713 - dice_coefficient: 0.7384
Epoch 7: loss did not improve from 0.13864
331/400 [=======================>......] - ETA: 39s - loss: 0.4704 - dice_coefficient: 0.7388
Epoch 7: loss did not improve from 0.13864
332/400 [=======================>......] - ETA: 38s - loss: 0.4703 - dice_coefficient: 0.7387
Epoch 7: loss did not improve from 0.13864
333/400 [=======================>......] - ETA: 38s - loss: 0.4705 - dice_coefficient: 0.7384
Epoch 7: loss did not improve from 0.13864
334/400 [========================>.....] - ETA: 37s - loss: 0.4701 - dice_coefficient: 0.7386
Epoch 7: loss did not improve from 0.13864
335/400 [========================>.....] - ETA: 37s - loss: 0.4701 - dice_coefficient: 0.7389
Epoch 7: loss did not improve from 0.13864
336/400 [========================>.....] - ETA: 36s - loss: 0.4695 - dice_coefficient: 0.7393
Epoch 7: loss did not improve from 0.13864
337/400 [========================>.....] - ETA: 36s - loss: 0.4688 - dice_coefficient: 0.7397
Epoch 7: loss did not improve from 0.13864
338/400 [========================>.....] - ETA: 35s - loss: 0.4681 - dice_coefficient: 0.7401
Epoch 7: loss did not improve from 0.13864
339/400 [========================>.....] - ETA: 34s - loss: 0.4675 - dice_coefficient: 0.7403
Epoch 7: loss did not improve from 0.13864
340/400 [========================>.....] - ETA: 34s - loss: 0.4671 - dice_coefficient: 0.7404
Epoch 7: loss did not improve from 0.13864
341/400 [========================>.....] - ETA: 33s - loss: 0.4669 - dice_coefficient: 0.7403
Epoch 7: loss did not improve from 0.13864
342/400 [========================>.....] - ETA: 33s - loss: 0.4661 - dice_coefficient: 0.7407
Epoch 7: loss did not improve from 0.13864
343/400 [========================>.....] - ETA: 32s - loss: 0.4654 - dice_coefficient: 0.7412
Epoch 7: loss did not improve from 0.13864
344/400 [========================>.....] - ETA: 32s - loss: 0.4645 - dice_coefficient: 0.7416
Epoch 7: loss did not improve from 0.13864
345/400 [========================>.....] - ETA: 31s - loss: 0.4643 - dice_coefficient: 0.7416
Epoch 7: loss did not improve from 0.13864
346/400 [========================>.....] - ETA: 30s - loss: 0.4642 - dice_coefficient: 0.7415
Epoch 7: loss did not improve from 0.13864
347/400 [=========================>....] - ETA: 30s - loss: 0.4657 - dice_coefficient: 0.7406
Epoch 7: loss did not improve from 0.13864
348/400 [=========================>....] - ETA: 29s - loss: 0.4657 - dice_coefficient: 0.7403
Epoch 7: loss did not improve from 0.13864
349/400 [=========================>....] - ETA: 29s - loss: 0.4670 - dice_coefficient: 0.7395
Epoch 7: loss did not improve from 0.13864
350/400 [=========================>....] - ETA: 28s - loss: 0.4666 - dice_coefficient: 0.7395
Epoch 7: loss did not improve from 0.13864
351/400 [=========================>....] - ETA: 28s - loss: 0.4666 - dice_coefficient: 0.7395
Epoch 7: loss did not improve from 0.13864
352/400 [=========================>....] - ETA: 27s - loss: 0.4661 - dice_coefficient: 0.7398
Epoch 7: loss did not improve from 0.13864
353/400 [=========================>....] - ETA: 26s - loss: 0.4665 - dice_coefficient: 0.7394
Epoch 7: loss did not improve from 0.13864
354/400 [=========================>....] - ETA: 26s - loss: 0.4658 - dice_coefficient: 0.7399
Epoch 7: loss did not improve from 0.13864
355/400 [=========================>....] - ETA: 25s - loss: 0.4666 - dice_coefficient: 0.7392
Epoch 7: loss did not improve from 0.13864
356/400 [=========================>....] - ETA: 25s - loss: 0.4669 - dice_coefficient: 0.7389
Epoch 7: loss did not improve from 0.13864
357/400 [=========================>....] - ETA: 24s - loss: 0.4668 - dice_coefficient: 0.7387
Epoch 7: loss did not improve from 0.13864
358/400 [=========================>....] - ETA: 24s - loss: 0.4658 - dice_coefficient: 0.7393
Epoch 7: loss did not improve from 0.13864
359/400 [=========================>....] - ETA: 23s - loss: 0.4657 - dice_coefficient: 0.7392
Epoch 7: loss did not improve from 0.13864
360/400 [==========================>...] - ETA: 22s - loss: 0.4648 - dice_coefficient: 0.7397
Epoch 7: loss did not improve from 0.13864
361/400 [==========================>...] - ETA: 22s - loss: 0.4640 - dice_coefficient: 0.7401
Epoch 7: loss did not improve from 0.13864
362/400 [==========================>...] - ETA: 21s - loss: 0.4633 - dice_coefficient: 0.7406
Epoch 7: loss did not improve from 0.13864
363/400 [==========================>...] - ETA: 21s - loss: 0.4628 - dice_coefficient: 0.7409
Epoch 7: loss did not improve from 0.13864
364/400 [==========================>...] - ETA: 20s - loss: 0.4622 - dice_coefficient: 0.7412
Epoch 7: loss did not improve from 0.13864
365/400 [==========================>...] - ETA: 20s - loss: 0.4617 - dice_coefficient: 0.7413
Epoch 7: loss did not improve from 0.13864
366/400 [==========================>...] - ETA: 19s - loss: 0.4614 - dice_coefficient: 0.7413
Epoch 7: loss did not improve from 0.13864
367/400 [==========================>...] - ETA: 18s - loss: 0.4608 - dice_coefficient: 0.7417
Epoch 7: loss did not improve from 0.13864
368/400 [==========================>...] - ETA: 18s - loss: 0.4608 - dice_coefficient: 0.7415
Epoch 7: loss did not improve from 0.13864
369/400 [==========================>...] - ETA: 17s - loss: 0.4615 - dice_coefficient: 0.7409
Epoch 7: loss did not improve from 0.13864
370/400 [==========================>...] - ETA: 17s - loss: 0.4606 - dice_coefficient: 0.7415
Epoch 7: loss did not improve from 0.13864
371/400 [==========================>...] - ETA: 16s - loss: 0.4616 - dice_coefficient: 0.7407
Epoch 7: loss did not improve from 0.13864
372/400 [==========================>...] - ETA: 16s - loss: 0.4613 - dice_coefficient: 0.7407
Epoch 7: loss did not improve from 0.13864
373/400 [==========================>...] - ETA: 15s - loss: 0.4608 - dice_coefficient: 0.7410
Epoch 7: loss did not improve from 0.13864
374/400 [===========================>..] - ETA: 14s - loss: 0.4602 - dice_coefficient: 0.7412
Epoch 7: loss did not improve from 0.13864
375/400 [===========================>..] - ETA: 14s - loss: 0.4595 - dice_coefficient: 0.7416
Epoch 7: loss did not improve from 0.13864
376/400 [===========================>..] - ETA: 13s - loss: 0.4598 - dice_coefficient: 0.7419
Epoch 7: loss did not improve from 0.13864
377/400 [===========================>..] - ETA: 13s - loss: 0.4591 - dice_coefficient: 0.7422
Epoch 7: loss did not improve from 0.13864
378/400 [===========================>..] - ETA: 12s - loss: 0.4594 - dice_coefficient: 0.7418
Epoch 7: loss did not improve from 0.13864
379/400 [===========================>..] - ETA: 12s - loss: 0.4597 - dice_coefficient: 0.7414
Epoch 7: loss did not improve from 0.13864
380/400 [===========================>..] - ETA: 11s - loss: 0.4589 - dice_coefficient: 0.7417
Epoch 7: loss did not improve from 0.13864
381/400 [===========================>..] - ETA: 10s - loss: 0.4582 - dice_coefficient: 0.7422
Epoch 7: loss did not improve from 0.13864
382/400 [===========================>..] - ETA: 10s - loss: 0.4581 - dice_coefficient: 0.7420
Epoch 7: loss did not improve from 0.13864
383/400 [===========================>..] - ETA: 9s - loss: 0.4578 - dice_coefficient: 0.7420 
Epoch 7: loss did not improve from 0.13864
384/400 [===========================>..] - ETA: 9s - loss: 0.4573 - dice_coefficient: 0.7424
Epoch 7: loss did not improve from 0.13864
385/400 [===========================>..] - ETA: 8s - loss: 0.4572 - dice_coefficient: 0.7423
Epoch 7: loss did not improve from 0.13864
386/400 [===========================>..] - ETA: 8s - loss: 0.4576 - dice_coefficient: 0.7419
Epoch 7: loss did not improve from 0.13864
387/400 [============================>.] - ETA: 7s - loss: 0.4571 - dice_coefficient: 0.7421
Epoch 7: loss did not improve from 0.13864
388/400 [============================>.] - ETA: 6s - loss: 0.4564 - dice_coefficient: 0.7426
Epoch 7: loss did not improve from 0.13864
389/400 [============================>.] - ETA: 6s - loss: 0.4564 - dice_coefficient: 0.7425
Epoch 7: loss did not improve from 0.13864
390/400 [============================>.] - ETA: 5s - loss: 0.4558 - dice_coefficient: 0.7427
Epoch 7: loss did not improve from 0.13864
391/400 [============================>.] - ETA: 5s - loss: 0.4569 - dice_coefficient: 0.7419
Epoch 7: loss did not improve from 0.13864
392/400 [============================>.] - ETA: 4s - loss: 0.4561 - dice_coefficient: 0.7424
Epoch 7: loss did not improve from 0.13864
393/400 [============================>.] - ETA: 4s - loss: 0.4557 - dice_coefficient: 0.7425
Epoch 7: loss did not improve from 0.13864
394/400 [============================>.] - ETA: 3s - loss: 0.4552 - dice_coefficient: 0.7429
Epoch 7: loss did not improve from 0.13864
395/400 [============================>.] - ETA: 2s - loss: 0.4556 - dice_coefficient: 0.7424
Epoch 7: loss did not improve from 0.13864
396/400 [============================>.] - ETA: 2s - loss: 0.4550 - dice_coefficient: 0.7427
Epoch 7: loss did not improve from 0.13864
397/400 [============================>.] - ETA: 1s - loss: 0.4544 - dice_coefficient: 0.7431
Epoch 7: loss did not improve from 0.13864
398/400 [============================>.] - ETA: 1s - loss: 0.4541 - dice_coefficient: 0.7431
Epoch 7: loss did not improve from 0.13864
399/400 [============================>.] - ETA: 0s - loss: 0.4537 - dice_coefficient: 0.7432
Epoch 7: loss did not improve from 0.13864
400/400 [==============================] - 230s 576ms/step - loss: 0.4534 - dice_coefficient: 0.7433 - val_loss: 0.7839 - val_dice_coefficient: 0.5840 - lr: 1.0000e-04
Epoch 8/30

Epoch 8: loss did not improve from 0.13864
  1/400 [..............................] - ETA: 3:38 - loss: 0.2165 - dice_coefficient: 0.8578
Epoch 8: loss did not improve from 0.13864
  2/400 [..............................] - ETA: 3:52 - loss: 0.5315 - dice_coefficient: 0.6660
Epoch 8: loss did not improve from 0.13864
  3/400 [..............................] - ETA: 3:50 - loss: 0.4040 - dice_coefficient: 0.7531
Epoch 8: loss did not improve from 0.13864
  4/400 [..............................] - ETA: 3:49 - loss: 0.3715 - dice_coefficient: 0.7635
Epoch 8: loss did not improve from 0.13864
  5/400 [..............................] - ETA: 3:47 - loss: 0.4351 - dice_coefficient: 0.7156
Epoch 8: loss did not improve from 0.13864
  6/400 [..............................] - ETA: 3:44 - loss: 0.4272 - dice_coefficient: 0.7124
Epoch 8: loss did not improve from 0.13864
  7/400 [..............................] - ETA: 3:44 - loss: 0.3908 - dice_coefficient: 0.7373
Epoch 8: loss did not improve from 0.13864
  8/400 [..............................] - ETA: 3:44 - loss: 0.3971 - dice_coefficient: 0.7334
Epoch 8: loss did not improve from 0.13864
  9/400 [..............................] - ETA: 3:43 - loss: 0.3856 - dice_coefficient: 0.7415
Epoch 8: loss did not improve from 0.13864
 10/400 [..............................] - ETA: 3:42 - loss: 0.3865 - dice_coefficient: 0.7427
Epoch 8: loss did not improve from 0.13864
 11/400 [..............................] - ETA: 3:42 - loss: 0.3991 - dice_coefficient: 0.7399
Epoch 8: loss did not improve from 0.13864
 12/400 [..............................] - ETA: 3:42 - loss: 0.4066 - dice_coefficient: 0.7339
Epoch 8: loss did not improve from 0.13864
 13/400 [..............................] - ETA: 3:43 - loss: 0.4062 - dice_coefficient: 0.7354
Epoch 8: loss did not improve from 0.13864
 14/400 [>.............................] - ETA: 3:42 - loss: 0.4023 - dice_coefficient: 0.7351
Epoch 8: loss did not improve from 0.13864
 15/400 [>.............................] - ETA: 3:41 - loss: 0.3883 - dice_coefficient: 0.7456
Epoch 8: loss did not improve from 0.13864
 16/400 [>.............................] - ETA: 3:41 - loss: 0.3911 - dice_coefficient: 0.7418
Epoch 8: loss did not improve from 0.13864
 17/400 [>.............................] - ETA: 3:40 - loss: 0.3839 - dice_coefficient: 0.7465
Epoch 8: loss did not improve from 0.13864
 18/400 [>.............................] - ETA: 3:39 - loss: 0.3722 - dice_coefficient: 0.7542
Epoch 8: loss did not improve from 0.13864
 19/400 [>.............................] - ETA: 3:39 - loss: 0.3635 - dice_coefficient: 0.7594
Epoch 8: loss did not improve from 0.13864
 20/400 [>.............................] - ETA: 3:38 - loss: 0.3716 - dice_coefficient: 0.7521
Epoch 8: loss did not improve from 0.13864
 21/400 [>.............................] - ETA: 3:37 - loss: 0.3621 - dice_coefficient: 0.7574
Epoch 8: loss did not improve from 0.13864
 22/400 [>.............................] - ETA: 3:37 - loss: 0.3730 - dice_coefficient: 0.7519
Epoch 8: loss did not improve from 0.13864
 23/400 [>.............................] - ETA: 3:36 - loss: 0.3878 - dice_coefficient: 0.7431
Epoch 8: loss did not improve from 0.13864
 24/400 [>.............................] - ETA: 3:35 - loss: 0.3816 - dice_coefficient: 0.7484
Epoch 8: loss did not improve from 0.13864
 25/400 [>.............................] - ETA: 3:35 - loss: 0.3786 - dice_coefficient: 0.7498
Epoch 8: loss did not improve from 0.13864
 26/400 [>.............................] - ETA: 3:34 - loss: 0.3832 - dice_coefficient: 0.7464
Epoch 8: loss did not improve from 0.13864
 27/400 [=>............................] - ETA: 3:34 - loss: 0.3743 - dice_coefficient: 0.7530
Epoch 8: loss did not improve from 0.13864
 28/400 [=>............................] - ETA: 3:34 - loss: 0.3693 - dice_coefficient: 0.7581
Epoch 8: loss did not improve from 0.13864
 29/400 [=>............................] - ETA: 3:33 - loss: 0.3677 - dice_coefficient: 0.7581
Epoch 8: loss did not improve from 0.13864
 30/400 [=>............................] - ETA: 3:33 - loss: 0.3629 - dice_coefficient: 0.7628
Epoch 8: loss did not improve from 0.13864
 31/400 [=>............................] - ETA: 3:32 - loss: 0.3565 - dice_coefficient: 0.7671
Epoch 8: loss did not improve from 0.13864
 32/400 [=>............................] - ETA: 3:31 - loss: 0.3792 - dice_coefficient: 0.7550
Epoch 8: loss did not improve from 0.13864
 33/400 [=>............................] - ETA: 3:31 - loss: 0.3750 - dice_coefficient: 0.7600
Epoch 8: loss did not improve from 0.13864
 34/400 [=>............................] - ETA: 3:30 - loss: 0.3689 - dice_coefficient: 0.7652
Epoch 8: loss did not improve from 0.13864
 35/400 [=>............................] - ETA: 3:29 - loss: 0.3679 - dice_coefficient: 0.7647
Epoch 8: loss did not improve from 0.13864
 36/400 [=>............................] - ETA: 3:29 - loss: 0.3659 - dice_coefficient: 0.7666
Epoch 8: loss did not improve from 0.13864
 37/400 [=>............................] - ETA: 3:28 - loss: 0.3606 - dice_coefficient: 0.7705
Epoch 8: loss did not improve from 0.13864
 38/400 [=>............................] - ETA: 3:28 - loss: 0.3556 - dice_coefficient: 0.7746
Epoch 8: loss did not improve from 0.13864
 39/400 [=>............................] - ETA: 3:27 - loss: 0.3534 - dice_coefficient: 0.7765
Epoch 8: loss did not improve from 0.13864
 40/400 [==>...........................] - ETA: 3:26 - loss: 0.3502 - dice_coefficient: 0.7794
Epoch 8: loss did not improve from 0.13864
 41/400 [==>...........................] - ETA: 3:26 - loss: 0.3451 - dice_coefficient: 0.7827
Epoch 8: loss did not improve from 0.13864
 42/400 [==>...........................] - ETA: 3:25 - loss: 0.3399 - dice_coefficient: 0.7858
Epoch 8: loss did not improve from 0.13864
 43/400 [==>...........................] - ETA: 3:25 - loss: 0.3495 - dice_coefficient: 0.7798
Epoch 8: loss did not improve from 0.13864
 44/400 [==>...........................] - ETA: 3:24 - loss: 0.3510 - dice_coefficient: 0.7799
Epoch 8: loss did not improve from 0.13864
 45/400 [==>...........................] - ETA: 3:23 - loss: 0.3503 - dice_coefficient: 0.7794
Epoch 8: loss did not improve from 0.13864
 46/400 [==>...........................] - ETA: 3:23 - loss: 0.3462 - dice_coefficient: 0.7820
Epoch 8: loss did not improve from 0.13864
 47/400 [==>...........................] - ETA: 3:22 - loss: 0.3408 - dice_coefficient: 0.7853
Epoch 8: loss did not improve from 0.13864
 48/400 [==>...........................] - ETA: 3:21 - loss: 0.3365 - dice_coefficient: 0.7884
Epoch 8: loss did not improve from 0.13864
 49/400 [==>...........................] - ETA: 3:21 - loss: 0.3458 - dice_coefficient: 0.7818
Epoch 8: loss did not improve from 0.13864
 50/400 [==>...........................] - ETA: 3:20 - loss: 0.3428 - dice_coefficient: 0.7844
Epoch 8: loss did not improve from 0.13864
 51/400 [==>...........................] - ETA: 3:20 - loss: 0.3537 - dice_coefficient: 0.7776
Epoch 8: loss did not improve from 0.13864
 52/400 [==>...........................] - ETA: 3:19 - loss: 0.3535 - dice_coefficient: 0.7772
Epoch 8: loss did not improve from 0.13864
 53/400 [==>...........................] - ETA: 3:18 - loss: 0.3487 - dice_coefficient: 0.7801
Epoch 8: loss did not improve from 0.13864
 54/400 [===>..........................] - ETA: 3:18 - loss: 0.3562 - dice_coefficient: 0.7750
Epoch 8: loss did not improve from 0.13864
 55/400 [===>..........................] - ETA: 3:17 - loss: 0.3554 - dice_coefficient: 0.7760
Epoch 8: loss did not improve from 0.13864
 56/400 [===>..........................] - ETA: 3:17 - loss: 0.3532 - dice_coefficient: 0.7778
Epoch 8: loss did not improve from 0.13864
 57/400 [===>..........................] - ETA: 3:16 - loss: 0.3547 - dice_coefficient: 0.7762
Epoch 8: loss did not improve from 0.13864
 58/400 [===>..........................] - ETA: 3:16 - loss: 0.3560 - dice_coefficient: 0.7747
Epoch 8: loss did not improve from 0.13864
 59/400 [===>..........................] - ETA: 3:15 - loss: 0.3558 - dice_coefficient: 0.7741
Epoch 8: loss did not improve from 0.13864
 60/400 [===>..........................] - ETA: 3:14 - loss: 0.3525 - dice_coefficient: 0.7763
Epoch 8: loss did not improve from 0.13864
 61/400 [===>..........................] - ETA: 3:14 - loss: 0.3528 - dice_coefficient: 0.7757
Epoch 8: loss did not improve from 0.13864
 62/400 [===>..........................] - ETA: 3:13 - loss: 0.3492 - dice_coefficient: 0.7781
Epoch 8: loss did not improve from 0.13864
 63/400 [===>..........................] - ETA: 3:13 - loss: 0.3482 - dice_coefficient: 0.7780
Epoch 8: loss did not improve from 0.13864
 64/400 [===>..........................] - ETA: 3:12 - loss: 0.3440 - dice_coefficient: 0.7808
Epoch 8: loss did not improve from 0.13864
 65/400 [===>..........................] - ETA: 3:12 - loss: 0.3424 - dice_coefficient: 0.7818
Epoch 8: loss did not improve from 0.13864
 66/400 [===>..........................] - ETA: 3:11 - loss: 0.3396 - dice_coefficient: 0.7837
Epoch 8: loss did not improve from 0.13864
 67/400 [====>.........................] - ETA: 3:11 - loss: 0.3393 - dice_coefficient: 0.7833
Epoch 8: loss did not improve from 0.13864
 68/400 [====>.........................] - ETA: 3:10 - loss: 0.3443 - dice_coefficient: 0.7798
Epoch 8: loss did not improve from 0.13864
 69/400 [====>.........................] - ETA: 3:09 - loss: 0.3426 - dice_coefficient: 0.7816
Epoch 8: loss did not improve from 0.13864
 70/400 [====>.........................] - ETA: 3:09 - loss: 0.3428 - dice_coefficient: 0.7815
Epoch 8: loss did not improve from 0.13864
 71/400 [====>.........................] - ETA: 3:08 - loss: 0.3408 - dice_coefficient: 0.7828
Epoch 8: loss did not improve from 0.13864
 72/400 [====>.........................] - ETA: 3:08 - loss: 0.3379 - dice_coefficient: 0.7848
Epoch 8: loss did not improve from 0.13864
 73/400 [====>.........................] - ETA: 3:07 - loss: 0.3423 - dice_coefficient: 0.7815
Epoch 8: loss did not improve from 0.13864
 74/400 [====>.........................] - ETA: 3:06 - loss: 0.3394 - dice_coefficient: 0.7835
Epoch 8: loss did not improve from 0.13864
 75/400 [====>.........................] - ETA: 3:06 - loss: 0.3401 - dice_coefficient: 0.7825
Epoch 8: loss did not improve from 0.13864
 76/400 [====>.........................] - ETA: 3:05 - loss: 0.3405 - dice_coefficient: 0.7821
Epoch 8: loss did not improve from 0.13864
 77/400 [====>.........................] - ETA: 3:05 - loss: 0.3390 - dice_coefficient: 0.7828
Epoch 8: loss did not improve from 0.13864
 78/400 [====>.........................] - ETA: 3:04 - loss: 0.3373 - dice_coefficient: 0.7834
Epoch 8: loss did not improve from 0.13864
 79/400 [====>.........................] - ETA: 3:04 - loss: 0.3345 - dice_coefficient: 0.7853
Epoch 8: loss did not improve from 0.13864
 80/400 [=====>........................] - ETA: 3:03 - loss: 0.3339 - dice_coefficient: 0.7856
Epoch 8: loss did not improve from 0.13864
 81/400 [=====>........................] - ETA: 3:02 - loss: 0.3337 - dice_coefficient: 0.7853
Epoch 8: loss did not improve from 0.13864
 82/400 [=====>........................] - ETA: 3:02 - loss: 0.3311 - dice_coefficient: 0.7868
Epoch 8: loss did not improve from 0.13864
 83/400 [=====>........................] - ETA: 3:01 - loss: 0.3344 - dice_coefficient: 0.7843
Epoch 8: loss did not improve from 0.13864
 84/400 [=====>........................] - ETA: 3:01 - loss: 0.3325 - dice_coefficient: 0.7851
Epoch 8: loss did not improve from 0.13864
 85/400 [=====>........................] - ETA: 3:00 - loss: 0.3339 - dice_coefficient: 0.7840
Epoch 8: loss did not improve from 0.13864
 86/400 [=====>........................] - ETA: 3:00 - loss: 0.3350 - dice_coefficient: 0.7830
Epoch 8: loss did not improve from 0.13864
 87/400 [=====>........................] - ETA: 2:59 - loss: 0.3409 - dice_coefficient: 0.7794
Epoch 8: loss did not improve from 0.13864
 88/400 [=====>........................] - ETA: 2:58 - loss: 0.3441 - dice_coefficient: 0.7769
Epoch 8: loss did not improve from 0.13864
 89/400 [=====>........................] - ETA: 2:58 - loss: 0.3558 - dice_coefficient: 0.7711
Epoch 8: loss did not improve from 0.13864
 90/400 [=====>........................] - ETA: 2:57 - loss: 0.3561 - dice_coefficient: 0.7706
Epoch 8: loss did not improve from 0.13864
 91/400 [=====>........................] - ETA: 2:57 - loss: 0.3557 - dice_coefficient: 0.7709
Epoch 8: loss did not improve from 0.13864
 92/400 [=====>........................] - ETA: 2:56 - loss: 0.3530 - dice_coefficient: 0.7727
Epoch 8: loss did not improve from 0.13864
 93/400 [=====>........................] - ETA: 2:55 - loss: 0.3524 - dice_coefficient: 0.7731
Epoch 8: loss did not improve from 0.13864
 94/400 [======>.......................] - ETA: 2:55 - loss: 0.3542 - dice_coefficient: 0.7716
Epoch 8: loss did not improve from 0.13864
 95/400 [======>.......................] - ETA: 2:54 - loss: 0.3523 - dice_coefficient: 0.7732
Epoch 8: loss did not improve from 0.13864
 96/400 [======>.......................] - ETA: 2:54 - loss: 0.3503 - dice_coefficient: 0.7746
Epoch 8: loss did not improve from 0.13864
 97/400 [======>.......................] - ETA: 2:53 - loss: 0.3492 - dice_coefficient: 0.7751
Epoch 8: loss did not improve from 0.13864
 98/400 [======>.......................] - ETA: 2:53 - loss: 0.3475 - dice_coefficient: 0.7764
Epoch 8: loss did not improve from 0.13864
 99/400 [======>.......................] - ETA: 2:52 - loss: 0.3453 - dice_coefficient: 0.7779
Epoch 8: loss did not improve from 0.13864
100/400 [======>.......................] - ETA: 2:51 - loss: 0.3451 - dice_coefficient: 0.7779
Epoch 8: loss did not improve from 0.13864
101/400 [======>.......................] - ETA: 2:51 - loss: 0.3478 - dice_coefficient: 0.7761
Epoch 8: loss did not improve from 0.13864
102/400 [======>.......................] - ETA: 2:50 - loss: 0.3464 - dice_coefficient: 0.7769
Epoch 8: loss did not improve from 0.13864
103/400 [======>.......................] - ETA: 2:50 - loss: 0.3443 - dice_coefficient: 0.7781
Epoch 8: loss did not improve from 0.13864
104/400 [======>.......................] - ETA: 2:49 - loss: 0.3429 - dice_coefficient: 0.7791
Epoch 8: loss did not improve from 0.13864
105/400 [======>.......................] - ETA: 2:48 - loss: 0.3428 - dice_coefficient: 0.7799
Epoch 8: loss did not improve from 0.13864
106/400 [======>.......................] - ETA: 2:48 - loss: 0.3414 - dice_coefficient: 0.7811
Epoch 8: loss did not improve from 0.13864
107/400 [=======>......................] - ETA: 2:47 - loss: 0.3402 - dice_coefficient: 0.7819
Epoch 8: loss did not improve from 0.13864
108/400 [=======>......................] - ETA: 2:47 - loss: 0.3390 - dice_coefficient: 0.7830
Epoch 8: loss did not improve from 0.13864
109/400 [=======>......................] - ETA: 2:46 - loss: 0.3417 - dice_coefficient: 0.7811
Epoch 8: loss did not improve from 0.13864
110/400 [=======>......................] - ETA: 2:46 - loss: 0.3423 - dice_coefficient: 0.7805
Epoch 8: loss did not improve from 0.13864
111/400 [=======>......................] - ETA: 2:45 - loss: 0.3417 - dice_coefficient: 0.7806
Epoch 8: loss did not improve from 0.13864
112/400 [=======>......................] - ETA: 2:44 - loss: 0.3407 - dice_coefficient: 0.7809
Epoch 8: loss did not improve from 0.13864
113/400 [=======>......................] - ETA: 2:44 - loss: 0.3412 - dice_coefficient: 0.7802
Epoch 8: loss did not improve from 0.13864
114/400 [=======>......................] - ETA: 2:43 - loss: 0.3398 - dice_coefficient: 0.7814
Epoch 8: loss did not improve from 0.13864
115/400 [=======>......................] - ETA: 2:43 - loss: 0.3417 - dice_coefficient: 0.7802
Epoch 8: loss did not improve from 0.13864
116/400 [=======>......................] - ETA: 2:42 - loss: 0.3437 - dice_coefficient: 0.7788
Epoch 8: loss did not improve from 0.13864
117/400 [=======>......................] - ETA: 2:42 - loss: 0.3426 - dice_coefficient: 0.7795
Epoch 8: loss did not improve from 0.13864
118/400 [=======>......................] - ETA: 2:41 - loss: 0.3421 - dice_coefficient: 0.7799
Epoch 8: loss did not improve from 0.13864
119/400 [=======>......................] - ETA: 2:40 - loss: 0.3421 - dice_coefficient: 0.7803
Epoch 8: loss did not improve from 0.13864
120/400 [========>.....................] - ETA: 2:40 - loss: 0.3410 - dice_coefficient: 0.7809
Epoch 8: loss did not improve from 0.13864
121/400 [========>.....................] - ETA: 2:39 - loss: 0.3411 - dice_coefficient: 0.7816
Epoch 8: loss did not improve from 0.13864
122/400 [========>.....................] - ETA: 2:39 - loss: 0.3401 - dice_coefficient: 0.7826
Epoch 8: loss did not improve from 0.13864
123/400 [========>.....................] - ETA: 2:38 - loss: 0.3392 - dice_coefficient: 0.7832
Epoch 8: loss did not improve from 0.13864
124/400 [========>.....................] - ETA: 2:38 - loss: 0.3390 - dice_coefficient: 0.7832
Epoch 8: loss did not improve from 0.13864
125/400 [========>.....................] - ETA: 2:37 - loss: 0.3377 - dice_coefficient: 0.7839
Epoch 8: loss did not improve from 0.13864
126/400 [========>.....................] - ETA: 2:37 - loss: 0.3377 - dice_coefficient: 0.7836
Epoch 8: loss did not improve from 0.13864
127/400 [========>.....................] - ETA: 2:36 - loss: 0.3365 - dice_coefficient: 0.7841
Epoch 8: loss did not improve from 0.13864
128/400 [========>.....................] - ETA: 2:35 - loss: 0.3382 - dice_coefficient: 0.7827
Epoch 8: loss did not improve from 0.13864
129/400 [========>.....................] - ETA: 2:35 - loss: 0.3375 - dice_coefficient: 0.7830
Epoch 8: loss did not improve from 0.13864
130/400 [========>.....................] - ETA: 2:34 - loss: 0.3363 - dice_coefficient: 0.7839
Epoch 8: loss did not improve from 0.13864
131/400 [========>.....................] - ETA: 2:34 - loss: 0.3368 - dice_coefficient: 0.7840
Epoch 8: loss did not improve from 0.13864
132/400 [========>.....................] - ETA: 2:33 - loss: 0.3351 - dice_coefficient: 0.7850
Epoch 8: loss did not improve from 0.13864
133/400 [========>.....................] - ETA: 2:33 - loss: 0.3347 - dice_coefficient: 0.7853
Epoch 8: loss did not improve from 0.13864
134/400 [=========>....................] - ETA: 2:32 - loss: 0.3408 - dice_coefficient: 0.7819
Epoch 8: loss did not improve from 0.13864
135/400 [=========>....................] - ETA: 2:31 - loss: 0.3426 - dice_coefficient: 0.7805
Epoch 8: loss did not improve from 0.13864
136/400 [=========>....................] - ETA: 2:31 - loss: 0.3422 - dice_coefficient: 0.7806
Epoch 8: loss did not improve from 0.13864
137/400 [=========>....................] - ETA: 2:30 - loss: 0.3482 - dice_coefficient: 0.7773
Epoch 8: loss did not improve from 0.13864
138/400 [=========>....................] - ETA: 2:30 - loss: 0.3479 - dice_coefficient: 0.7771
Epoch 8: loss did not improve from 0.13864
139/400 [=========>....................] - ETA: 2:29 - loss: 0.3482 - dice_coefficient: 0.7775
Epoch 8: loss did not improve from 0.13864
140/400 [=========>....................] - ETA: 2:29 - loss: 0.3483 - dice_coefficient: 0.7777
Epoch 8: loss did not improve from 0.13864
141/400 [=========>....................] - ETA: 2:28 - loss: 0.3481 - dice_coefficient: 0.7776
Epoch 8: loss did not improve from 0.13864
142/400 [=========>....................] - ETA: 2:27 - loss: 0.3471 - dice_coefficient: 0.7782
Epoch 8: loss did not improve from 0.13864
143/400 [=========>....................] - ETA: 2:27 - loss: 0.3467 - dice_coefficient: 0.7784
Epoch 8: loss did not improve from 0.13864
144/400 [=========>....................] - ETA: 2:26 - loss: 0.3469 - dice_coefficient: 0.7784
Epoch 8: loss did not improve from 0.13864
145/400 [=========>....................] - ETA: 2:26 - loss: 0.3452 - dice_coefficient: 0.7796
Epoch 8: loss did not improve from 0.13864
146/400 [=========>....................] - ETA: 2:25 - loss: 0.3440 - dice_coefficient: 0.7803
Epoch 8: loss did not improve from 0.13864
147/400 [==========>...................] - ETA: 2:24 - loss: 0.3458 - dice_coefficient: 0.7795
Epoch 8: loss did not improve from 0.13864
148/400 [==========>...................] - ETA: 2:24 - loss: 0.3458 - dice_coefficient: 0.7794
Epoch 8: loss did not improve from 0.13864
149/400 [==========>...................] - ETA: 2:23 - loss: 0.3454 - dice_coefficient: 0.7803
Epoch 8: loss did not improve from 0.13864
150/400 [==========>...................] - ETA: 2:23 - loss: 0.3464 - dice_coefficient: 0.7795
Epoch 8: loss did not improve from 0.13864
151/400 [==========>...................] - ETA: 2:22 - loss: 0.3448 - dice_coefficient: 0.7805
Epoch 8: loss did not improve from 0.13864
152/400 [==========>...................] - ETA: 2:22 - loss: 0.3446 - dice_coefficient: 0.7811
Epoch 8: loss did not improve from 0.13864
153/400 [==========>...................] - ETA: 2:21 - loss: 0.3440 - dice_coefficient: 0.7815
Epoch 8: loss did not improve from 0.13864
154/400 [==========>...................] - ETA: 2:20 - loss: 0.3442 - dice_coefficient: 0.7811
Epoch 8: loss did not improve from 0.13864
155/400 [==========>...................] - ETA: 2:20 - loss: 0.3431 - dice_coefficient: 0.7818
Epoch 8: loss did not improve from 0.13864
156/400 [==========>...................] - ETA: 2:19 - loss: 0.3453 - dice_coefficient: 0.7801
Epoch 8: loss did not improve from 0.13864
157/400 [==========>...................] - ETA: 2:19 - loss: 0.3448 - dice_coefficient: 0.7805
Epoch 8: loss did not improve from 0.13864
158/400 [==========>...................] - ETA: 2:18 - loss: 0.3456 - dice_coefficient: 0.7796
Epoch 8: loss did not improve from 0.13864
159/400 [==========>...................] - ETA: 2:18 - loss: 0.3446 - dice_coefficient: 0.7804
Epoch 8: loss did not improve from 0.13864
160/400 [===========>..................] - ETA: 2:17 - loss: 0.3438 - dice_coefficient: 0.7809
Epoch 8: loss did not improve from 0.13864
161/400 [===========>..................] - ETA: 2:16 - loss: 0.3432 - dice_coefficient: 0.7811
Epoch 8: loss did not improve from 0.13864
162/400 [===========>..................] - ETA: 2:16 - loss: 0.3433 - dice_coefficient: 0.7812
Epoch 8: loss did not improve from 0.13864
163/400 [===========>..................] - ETA: 2:15 - loss: 0.3432 - dice_coefficient: 0.7817
Epoch 8: loss did not improve from 0.13864
164/400 [===========>..................] - ETA: 2:15 - loss: 0.3517 - dice_coefficient: 0.7781
Epoch 8: loss did not improve from 0.13864
165/400 [===========>..................] - ETA: 2:14 - loss: 0.3510 - dice_coefficient: 0.7786
Epoch 8: loss did not improve from 0.13864
166/400 [===========>..................] - ETA: 2:14 - loss: 0.3501 - dice_coefficient: 0.7792
Epoch 8: loss did not improve from 0.13864
167/400 [===========>..................] - ETA: 2:13 - loss: 0.3490 - dice_coefficient: 0.7798
Epoch 8: loss did not improve from 0.13864
168/400 [===========>..................] - ETA: 2:12 - loss: 0.3482 - dice_coefficient: 0.7804
Epoch 8: loss did not improve from 0.13864
169/400 [===========>..................] - ETA: 2:12 - loss: 0.3469 - dice_coefficient: 0.7812
Epoch 8: loss did not improve from 0.13864
170/400 [===========>..................] - ETA: 2:11 - loss: 0.3469 - dice_coefficient: 0.7811
Epoch 8: loss did not improve from 0.13864
171/400 [===========>..................] - ETA: 2:11 - loss: 0.3474 - dice_coefficient: 0.7805
Epoch 8: loss did not improve from 0.13864
172/400 [===========>..................] - ETA: 2:10 - loss: 0.3463 - dice_coefficient: 0.7811
Epoch 8: loss did not improve from 0.13864
173/400 [===========>..................] - ETA: 2:10 - loss: 0.3454 - dice_coefficient: 0.7818
Epoch 8: loss did not improve from 0.13864
174/400 [============>.................] - ETA: 2:09 - loss: 0.3444 - dice_coefficient: 0.7823
Epoch 8: loss did not improve from 0.13864
175/400 [============>.................] - ETA: 2:08 - loss: 0.3436 - dice_coefficient: 0.7827
Epoch 8: loss did not improve from 0.13864
176/400 [============>.................] - ETA: 2:08 - loss: 0.3450 - dice_coefficient: 0.7815
Epoch 8: loss did not improve from 0.13864
177/400 [============>.................] - ETA: 2:07 - loss: 0.3439 - dice_coefficient: 0.7823
Epoch 8: loss did not improve from 0.13864
178/400 [============>.................] - ETA: 2:07 - loss: 0.3430 - dice_coefficient: 0.7828
Epoch 8: loss did not improve from 0.13864
179/400 [============>.................] - ETA: 2:06 - loss: 0.3441 - dice_coefficient: 0.7823
Epoch 8: loss did not improve from 0.13864
180/400 [============>.................] - ETA: 2:06 - loss: 0.3434 - dice_coefficient: 0.7826
Epoch 8: loss did not improve from 0.13864
181/400 [============>.................] - ETA: 2:05 - loss: 0.3430 - dice_coefficient: 0.7828
Epoch 8: loss did not improve from 0.13864
182/400 [============>.................] - ETA: 2:04 - loss: 0.3427 - dice_coefficient: 0.7827
Epoch 8: loss did not improve from 0.13864
183/400 [============>.................] - ETA: 2:04 - loss: 0.3422 - dice_coefficient: 0.7829
Epoch 8: loss did not improve from 0.13864
184/400 [============>.................] - ETA: 2:03 - loss: 0.3417 - dice_coefficient: 0.7835
Epoch 8: loss did not improve from 0.13864
185/400 [============>.................] - ETA: 2:03 - loss: 0.3411 - dice_coefficient: 0.7838
Epoch 8: loss did not improve from 0.13864
186/400 [============>.................] - ETA: 2:02 - loss: 0.3400 - dice_coefficient: 0.7845
Epoch 8: loss did not improve from 0.13864
187/400 [=============>................] - ETA: 2:01 - loss: 0.3396 - dice_coefficient: 0.7848
Epoch 8: loss did not improve from 0.13864
188/400 [=============>................] - ETA: 2:01 - loss: 0.3404 - dice_coefficient: 0.7852
Epoch 8: loss did not improve from 0.13864
189/400 [=============>................] - ETA: 2:00 - loss: 0.3397 - dice_coefficient: 0.7854
Epoch 8: loss did not improve from 0.13864
190/400 [=============>................] - ETA: 2:00 - loss: 0.3396 - dice_coefficient: 0.7855
Epoch 8: loss did not improve from 0.13864
191/400 [=============>................] - ETA: 1:59 - loss: 0.3390 - dice_coefficient: 0.7858
Epoch 8: loss did not improve from 0.13864
192/400 [=============>................] - ETA: 1:59 - loss: 0.3386 - dice_coefficient: 0.7863
Epoch 8: loss did not improve from 0.13864
193/400 [=============>................] - ETA: 1:58 - loss: 0.3387 - dice_coefficient: 0.7867
Epoch 8: loss did not improve from 0.13864
194/400 [=============>................] - ETA: 1:57 - loss: 0.3382 - dice_coefficient: 0.7868
Epoch 8: loss did not improve from 0.13864
195/400 [=============>................] - ETA: 1:57 - loss: 0.3380 - dice_coefficient: 0.7873
Epoch 8: loss did not improve from 0.13864
196/400 [=============>................] - ETA: 1:56 - loss: 0.3373 - dice_coefficient: 0.7878
Epoch 8: loss did not improve from 0.13864
197/400 [=============>................] - ETA: 1:56 - loss: 0.3375 - dice_coefficient: 0.7876
Epoch 8: loss did not improve from 0.13864
198/400 [=============>................] - ETA: 1:55 - loss: 0.3395 - dice_coefficient: 0.7864
Epoch 8: loss did not improve from 0.13864
199/400 [=============>................] - ETA: 1:55 - loss: 0.3397 - dice_coefficient: 0.7860
Epoch 8: loss did not improve from 0.13864
200/400 [==============>...............] - ETA: 1:54 - loss: 0.3392 - dice_coefficient: 0.7863
Epoch 8: loss did not improve from 0.13864
201/400 [==============>...............] - ETA: 1:53 - loss: 0.3384 - dice_coefficient: 0.7869
Epoch 8: loss did not improve from 0.13864
202/400 [==============>...............] - ETA: 1:53 - loss: 0.3374 - dice_coefficient: 0.7875
Epoch 8: loss did not improve from 0.13864
203/400 [==============>...............] - ETA: 1:52 - loss: 0.3370 - dice_coefficient: 0.7879
Epoch 8: loss did not improve from 0.13864
204/400 [==============>...............] - ETA: 1:52 - loss: 0.3387 - dice_coefficient: 0.7868
Epoch 8: loss did not improve from 0.13864
205/400 [==============>...............] - ETA: 1:51 - loss: 0.3382 - dice_coefficient: 0.7870
Epoch 8: loss did not improve from 0.13864
206/400 [==============>...............] - ETA: 1:51 - loss: 0.3376 - dice_coefficient: 0.7877
Epoch 8: loss did not improve from 0.13864
207/400 [==============>...............] - ETA: 1:50 - loss: 0.3371 - dice_coefficient: 0.7880
Epoch 8: loss did not improve from 0.13864
208/400 [==============>...............] - ETA: 1:49 - loss: 0.3363 - dice_coefficient: 0.7885
Epoch 8: loss did not improve from 0.13864
209/400 [==============>...............] - ETA: 1:49 - loss: 0.3362 - dice_coefficient: 0.7883
Epoch 8: loss did not improve from 0.13864
210/400 [==============>...............] - ETA: 1:48 - loss: 0.3359 - dice_coefficient: 0.7883
Epoch 8: loss did not improve from 0.13864
211/400 [==============>...............] - ETA: 1:48 - loss: 0.3352 - dice_coefficient: 0.7887
Epoch 8: loss did not improve from 0.13864
212/400 [==============>...............] - ETA: 1:47 - loss: 0.3351 - dice_coefficient: 0.7885
Epoch 8: loss did not improve from 0.13864
213/400 [==============>...............] - ETA: 1:47 - loss: 0.3348 - dice_coefficient: 0.7887
Epoch 8: loss did not improve from 0.13864
214/400 [===============>..............] - ETA: 1:46 - loss: 0.3383 - dice_coefficient: 0.7869
Epoch 8: loss did not improve from 0.13864
215/400 [===============>..............] - ETA: 1:45 - loss: 0.3375 - dice_coefficient: 0.7873
Epoch 8: loss did not improve from 0.13864
216/400 [===============>..............] - ETA: 1:45 - loss: 0.3371 - dice_coefficient: 0.7875
Epoch 8: loss did not improve from 0.13864
217/400 [===============>..............] - ETA: 1:44 - loss: 0.3366 - dice_coefficient: 0.7880
Epoch 8: loss did not improve from 0.13864
218/400 [===============>..............] - ETA: 1:44 - loss: 0.3365 - dice_coefficient: 0.7878
Epoch 8: loss did not improve from 0.13864
219/400 [===============>..............] - ETA: 1:43 - loss: 0.3360 - dice_coefficient: 0.7880
Epoch 8: loss did not improve from 0.13864
220/400 [===============>..............] - ETA: 1:43 - loss: 0.3356 - dice_coefficient: 0.7885
Epoch 8: loss did not improve from 0.13864
221/400 [===============>..............] - ETA: 1:42 - loss: 0.3353 - dice_coefficient: 0.7887
Epoch 8: loss did not improve from 0.13864
222/400 [===============>..............] - ETA: 1:42 - loss: 0.3362 - dice_coefficient: 0.7879
Epoch 8: loss did not improve from 0.13864
223/400 [===============>..............] - ETA: 1:41 - loss: 0.3362 - dice_coefficient: 0.7876
Epoch 8: loss did not improve from 0.13864
224/400 [===============>..............] - ETA: 1:40 - loss: 0.3420 - dice_coefficient: 0.7852
Epoch 8: loss did not improve from 0.13864
225/400 [===============>..............] - ETA: 1:40 - loss: 0.3417 - dice_coefficient: 0.7855
Epoch 8: loss did not improve from 0.13864
226/400 [===============>..............] - ETA: 1:39 - loss: 0.3444 - dice_coefficient: 0.7838
Epoch 8: loss did not improve from 0.13864
227/400 [================>.............] - ETA: 1:39 - loss: 0.3443 - dice_coefficient: 0.7842
Epoch 8: loss did not improve from 0.13864
228/400 [================>.............] - ETA: 1:38 - loss: 0.3440 - dice_coefficient: 0.7845
Epoch 8: loss did not improve from 0.13864
229/400 [================>.............] - ETA: 1:38 - loss: 0.3436 - dice_coefficient: 0.7845
Epoch 8: loss did not improve from 0.13864
230/400 [================>.............] - ETA: 1:37 - loss: 0.3431 - dice_coefficient: 0.7847
Epoch 8: loss did not improve from 0.13864
231/400 [================>.............] - ETA: 1:36 - loss: 0.3425 - dice_coefficient: 0.7851
Epoch 8: loss did not improve from 0.13864
232/400 [================>.............] - ETA: 1:36 - loss: 0.3434 - dice_coefficient: 0.7844
Epoch 8: loss did not improve from 0.13864
233/400 [================>.............] - ETA: 1:35 - loss: 0.3434 - dice_coefficient: 0.7843
Epoch 8: loss did not improve from 0.13864
234/400 [================>.............] - ETA: 1:35 - loss: 0.3466 - dice_coefficient: 0.7825
Epoch 8: loss did not improve from 0.13864
235/400 [================>.............] - ETA: 1:34 - loss: 0.3463 - dice_coefficient: 0.7826
Epoch 8: loss did not improve from 0.13864
236/400 [================>.............] - ETA: 1:34 - loss: 0.3455 - dice_coefficient: 0.7833
Epoch 8: loss did not improve from 0.13864
237/400 [================>.............] - ETA: 1:33 - loss: 0.3445 - dice_coefficient: 0.7838
Epoch 8: loss did not improve from 0.13864
238/400 [================>.............] - ETA: 1:32 - loss: 0.3475 - dice_coefficient: 0.7821
Epoch 8: loss did not improve from 0.13864
239/400 [================>.............] - ETA: 1:32 - loss: 0.3470 - dice_coefficient: 0.7824
Epoch 8: loss did not improve from 0.13864
240/400 [=================>............] - ETA: 1:31 - loss: 0.3467 - dice_coefficient: 0.7824
Epoch 8: loss did not improve from 0.13864
241/400 [=================>............] - ETA: 1:31 - loss: 0.3464 - dice_coefficient: 0.7827
Epoch 8: loss did not improve from 0.13864
242/400 [=================>............] - ETA: 1:30 - loss: 0.3486 - dice_coefficient: 0.7813
Epoch 8: loss did not improve from 0.13864
243/400 [=================>............] - ETA: 1:29 - loss: 0.3479 - dice_coefficient: 0.7818
Epoch 8: loss did not improve from 0.13864
244/400 [=================>............] - ETA: 1:29 - loss: 0.3486 - dice_coefficient: 0.7810
Epoch 8: loss did not improve from 0.13864
245/400 [=================>............] - ETA: 1:28 - loss: 0.3477 - dice_coefficient: 0.7816
Epoch 8: loss did not improve from 0.13864
246/400 [=================>............] - ETA: 1:28 - loss: 0.3471 - dice_coefficient: 0.7819
Epoch 8: loss did not improve from 0.13864
247/400 [=================>............] - ETA: 1:27 - loss: 0.3463 - dice_coefficient: 0.7824
Epoch 8: loss did not improve from 0.13864
248/400 [=================>............] - ETA: 1:27 - loss: 0.3458 - dice_coefficient: 0.7826
Epoch 8: loss did not improve from 0.13864
249/400 [=================>............] - ETA: 1:26 - loss: 0.3454 - dice_coefficient: 0.7830
Epoch 8: loss did not improve from 0.13864
250/400 [=================>............] - ETA: 1:25 - loss: 0.3447 - dice_coefficient: 0.7835
Epoch 8: loss did not improve from 0.13864
251/400 [=================>............] - ETA: 1:25 - loss: 0.3443 - dice_coefficient: 0.7837
Epoch 8: loss did not improve from 0.13864
252/400 [=================>............] - ETA: 1:24 - loss: 0.3480 - dice_coefficient: 0.7818
Epoch 8: loss did not improve from 0.13864
253/400 [=================>............] - ETA: 1:24 - loss: 0.3476 - dice_coefficient: 0.7821
Epoch 8: loss did not improve from 0.13864
254/400 [==================>...........] - ETA: 1:23 - loss: 0.3470 - dice_coefficient: 0.7827
Epoch 8: loss did not improve from 0.13864
255/400 [==================>...........] - ETA: 1:23 - loss: 0.3470 - dice_coefficient: 0.7826
Epoch 8: loss did not improve from 0.13864
256/400 [==================>...........] - ETA: 1:22 - loss: 0.3465 - dice_coefficient: 0.7830
Epoch 8: loss did not improve from 0.13864
257/400 [==================>...........] - ETA: 1:21 - loss: 0.3472 - dice_coefficient: 0.7824
Epoch 8: loss did not improve from 0.13864
258/400 [==================>...........] - ETA: 1:21 - loss: 0.3474 - dice_coefficient: 0.7822
Epoch 8: loss did not improve from 0.13864
259/400 [==================>...........] - ETA: 1:20 - loss: 0.3478 - dice_coefficient: 0.7817
Epoch 8: loss did not improve from 0.13864
260/400 [==================>...........] - ETA: 1:20 - loss: 0.3493 - dice_coefficient: 0.7807
Epoch 8: loss did not improve from 0.13864
261/400 [==================>...........] - ETA: 1:19 - loss: 0.3486 - dice_coefficient: 0.7810
Epoch 8: loss did not improve from 0.13864
262/400 [==================>...........] - ETA: 1:19 - loss: 0.3494 - dice_coefficient: 0.7803
Epoch 8: loss did not improve from 0.13864
263/400 [==================>...........] - ETA: 1:18 - loss: 0.3491 - dice_coefficient: 0.7807
Epoch 8: loss did not improve from 0.13864
264/400 [==================>...........] - ETA: 1:17 - loss: 0.3484 - dice_coefficient: 0.7811
Epoch 8: loss did not improve from 0.13864
265/400 [==================>...........] - ETA: 1:17 - loss: 0.3479 - dice_coefficient: 0.7816
Epoch 8: loss did not improve from 0.13864
266/400 [==================>...........] - ETA: 1:16 - loss: 0.3476 - dice_coefficient: 0.7817
Epoch 8: loss did not improve from 0.13864
267/400 [===================>..........] - ETA: 1:16 - loss: 0.3501 - dice_coefficient: 0.7802
Epoch 8: loss did not improve from 0.13864
268/400 [===================>..........] - ETA: 1:15 - loss: 0.3502 - dice_coefficient: 0.7799
Epoch 8: loss did not improve from 0.13864
269/400 [===================>..........] - ETA: 1:15 - loss: 0.3498 - dice_coefficient: 0.7801
Epoch 8: loss did not improve from 0.13864
270/400 [===================>..........] - ETA: 1:14 - loss: 0.3503 - dice_coefficient: 0.7797
Epoch 8: loss did not improve from 0.13864
271/400 [===================>..........] - ETA: 1:13 - loss: 0.3495 - dice_coefficient: 0.7802
Epoch 8: loss did not improve from 0.13864
272/400 [===================>..........] - ETA: 1:13 - loss: 0.3495 - dice_coefficient: 0.7802
Epoch 8: loss did not improve from 0.13864
273/400 [===================>..........] - ETA: 1:12 - loss: 0.3489 - dice_coefficient: 0.7805
Epoch 8: loss did not improve from 0.13864
274/400 [===================>..........] - ETA: 1:12 - loss: 0.3481 - dice_coefficient: 0.7811
Epoch 8: loss did not improve from 0.13864
275/400 [===================>..........] - ETA: 1:11 - loss: 0.3475 - dice_coefficient: 0.7817
Epoch 8: loss did not improve from 0.13864
276/400 [===================>..........] - ETA: 1:11 - loss: 0.3478 - dice_coefficient: 0.7816
Epoch 8: loss did not improve from 0.13864
277/400 [===================>..........] - ETA: 1:10 - loss: 0.3475 - dice_coefficient: 0.7817
Epoch 8: loss did not improve from 0.13864
278/400 [===================>..........] - ETA: 1:09 - loss: 0.3496 - dice_coefficient: 0.7805
Epoch 8: loss did not improve from 0.13864
279/400 [===================>..........] - ETA: 1:09 - loss: 0.3495 - dice_coefficient: 0.7804
Epoch 8: loss did not improve from 0.13864
280/400 [====================>.........] - ETA: 1:08 - loss: 0.3500 - dice_coefficient: 0.7799
Epoch 8: loss did not improve from 0.13864
281/400 [====================>.........] - ETA: 1:08 - loss: 0.3498 - dice_coefficient: 0.7801
Epoch 8: loss did not improve from 0.13864
282/400 [====================>.........] - ETA: 1:07 - loss: 0.3497 - dice_coefficient: 0.7800
Epoch 8: loss did not improve from 0.13864
283/400 [====================>.........] - ETA: 1:07 - loss: 0.3522 - dice_coefficient: 0.7785
Epoch 8: loss did not improve from 0.13864
284/400 [====================>.........] - ETA: 1:06 - loss: 0.3515 - dice_coefficient: 0.7790
Epoch 8: loss did not improve from 0.13864
285/400 [====================>.........] - ETA: 1:05 - loss: 0.3509 - dice_coefficient: 0.7794
Epoch 8: loss did not improve from 0.13864
286/400 [====================>.........] - ETA: 1:05 - loss: 0.3520 - dice_coefficient: 0.7786
Epoch 8: loss did not improve from 0.13864
287/400 [====================>.........] - ETA: 1:04 - loss: 0.3512 - dice_coefficient: 0.7791
Epoch 8: loss did not improve from 0.13864
288/400 [====================>.........] - ETA: 1:04 - loss: 0.3505 - dice_coefficient: 0.7797
Epoch 8: loss did not improve from 0.13864
289/400 [====================>.........] - ETA: 1:03 - loss: 0.3498 - dice_coefficient: 0.7801
Epoch 8: loss did not improve from 0.13864
290/400 [====================>.........] - ETA: 1:03 - loss: 0.3495 - dice_coefficient: 0.7805
Epoch 8: loss did not improve from 0.13864
291/400 [====================>.........] - ETA: 1:02 - loss: 0.3510 - dice_coefficient: 0.7795
Epoch 8: loss did not improve from 0.13864
292/400 [====================>.........] - ETA: 1:01 - loss: 0.3503 - dice_coefficient: 0.7799
Epoch 8: loss did not improve from 0.13864
293/400 [====================>.........] - ETA: 1:01 - loss: 0.3510 - dice_coefficient: 0.7793
Epoch 8: loss did not improve from 0.13864
294/400 [=====================>........] - ETA: 1:00 - loss: 0.3504 - dice_coefficient: 0.7796
Epoch 8: loss did not improve from 0.13864
295/400 [=====================>........] - ETA: 1:00 - loss: 0.3497 - dice_coefficient: 0.7800
Epoch 8: loss did not improve from 0.13864
296/400 [=====================>........] - ETA: 59s - loss: 0.3489 - dice_coefficient: 0.7805 
Epoch 8: loss did not improve from 0.13864
297/400 [=====================>........] - ETA: 59s - loss: 0.3495 - dice_coefficient: 0.7808
Epoch 8: loss did not improve from 0.13864
298/400 [=====================>........] - ETA: 58s - loss: 0.3490 - dice_coefficient: 0.7811
Epoch 8: loss did not improve from 0.13864
299/400 [=====================>........] - ETA: 57s - loss: 0.3483 - dice_coefficient: 0.7816
Epoch 8: loss did not improve from 0.13864
300/400 [=====================>........] - ETA: 57s - loss: 0.3480 - dice_coefficient: 0.7819
Epoch 8: loss did not improve from 0.13864
301/400 [=====================>........] - ETA: 56s - loss: 0.3475 - dice_coefficient: 0.7822
Epoch 8: loss did not improve from 0.13864
302/400 [=====================>........] - ETA: 56s - loss: 0.3470 - dice_coefficient: 0.7824
Epoch 8: loss did not improve from 0.13864
303/400 [=====================>........] - ETA: 55s - loss: 0.3463 - dice_coefficient: 0.7828
Epoch 8: loss did not improve from 0.13864
304/400 [=====================>........] - ETA: 55s - loss: 0.3463 - dice_coefficient: 0.7828
Epoch 8: loss did not improve from 0.13864
305/400 [=====================>........] - ETA: 54s - loss: 0.3493 - dice_coefficient: 0.7812
Epoch 8: loss did not improve from 0.13864
306/400 [=====================>........] - ETA: 53s - loss: 0.3492 - dice_coefficient: 0.7812
Epoch 8: loss did not improve from 0.13864
307/400 [======================>.......] - ETA: 53s - loss: 0.3488 - dice_coefficient: 0.7815
Epoch 8: loss did not improve from 0.13864
308/400 [======================>.......] - ETA: 52s - loss: 0.3483 - dice_coefficient: 0.7819
Epoch 8: loss did not improve from 0.13864
309/400 [======================>.......] - ETA: 52s - loss: 0.3483 - dice_coefficient: 0.7818
Epoch 8: loss did not improve from 0.13864
310/400 [======================>.......] - ETA: 51s - loss: 0.3477 - dice_coefficient: 0.7822
Epoch 8: loss did not improve from 0.13864
311/400 [======================>.......] - ETA: 50s - loss: 0.3498 - dice_coefficient: 0.7809
Epoch 8: loss did not improve from 0.13864
312/400 [======================>.......] - ETA: 50s - loss: 0.3495 - dice_coefficient: 0.7811
Epoch 8: loss did not improve from 0.13864
313/400 [======================>.......] - ETA: 49s - loss: 0.3498 - dice_coefficient: 0.7809
Epoch 8: loss did not improve from 0.13864
314/400 [======================>.......] - ETA: 49s - loss: 0.3492 - dice_coefficient: 0.7812
Epoch 8: loss did not improve from 0.13864
315/400 [======================>.......] - ETA: 48s - loss: 0.3490 - dice_coefficient: 0.7815
Epoch 8: loss did not improve from 0.13864
316/400 [======================>.......] - ETA: 48s - loss: 0.3495 - dice_coefficient: 0.7811
Epoch 8: loss did not improve from 0.13864
317/400 [======================>.......] - ETA: 47s - loss: 0.3495 - dice_coefficient: 0.7809
Epoch 8: loss did not improve from 0.13864
318/400 [======================>.......] - ETA: 46s - loss: 0.3492 - dice_coefficient: 0.7810
Epoch 8: loss did not improve from 0.13864
319/400 [======================>.......] - ETA: 46s - loss: 0.3490 - dice_coefficient: 0.7812
Epoch 8: loss did not improve from 0.13864
320/400 [=======================>......] - ETA: 45s - loss: 0.3484 - dice_coefficient: 0.7816
Epoch 8: loss did not improve from 0.13864
321/400 [=======================>......] - ETA: 45s - loss: 0.3480 - dice_coefficient: 0.7818
Epoch 8: loss did not improve from 0.13864
322/400 [=======================>......] - ETA: 44s - loss: 0.3489 - dice_coefficient: 0.7811
Epoch 8: loss did not improve from 0.13864
323/400 [=======================>......] - ETA: 44s - loss: 0.3500 - dice_coefficient: 0.7803
Epoch 8: loss did not improve from 0.13864
324/400 [=======================>......] - ETA: 43s - loss: 0.3496 - dice_coefficient: 0.7806
Epoch 8: loss did not improve from 0.13864
325/400 [=======================>......] - ETA: 42s - loss: 0.3495 - dice_coefficient: 0.7805
Epoch 8: loss did not improve from 0.13864
326/400 [=======================>......] - ETA: 42s - loss: 0.3489 - dice_coefficient: 0.7808
Epoch 8: loss did not improve from 0.13864
327/400 [=======================>......] - ETA: 41s - loss: 0.3494 - dice_coefficient: 0.7804
Epoch 8: loss did not improve from 0.13864
328/400 [=======================>......] - ETA: 41s - loss: 0.3493 - dice_coefficient: 0.7804
Epoch 8: loss did not improve from 0.13864
329/400 [=======================>......] - ETA: 40s - loss: 0.3493 - dice_coefficient: 0.7804
Epoch 8: loss did not improve from 0.13864
330/400 [=======================>......] - ETA: 40s - loss: 0.3489 - dice_coefficient: 0.7806
Epoch 8: loss did not improve from 0.13864
331/400 [=======================>......] - ETA: 39s - loss: 0.3485 - dice_coefficient: 0.7810
Epoch 8: loss did not improve from 0.13864
332/400 [=======================>......] - ETA: 38s - loss: 0.3500 - dice_coefficient: 0.7800
Epoch 8: loss did not improve from 0.13864
333/400 [=======================>......] - ETA: 38s - loss: 0.3496 - dice_coefficient: 0.7804
Epoch 8: loss did not improve from 0.13864
334/400 [========================>.....] - ETA: 37s - loss: 0.3498 - dice_coefficient: 0.7802
Epoch 8: loss did not improve from 0.13864
335/400 [========================>.....] - ETA: 37s - loss: 0.3494 - dice_coefficient: 0.7804
Epoch 8: loss did not improve from 0.13864
336/400 [========================>.....] - ETA: 36s - loss: 0.3491 - dice_coefficient: 0.7806
Epoch 8: loss did not improve from 0.13864
337/400 [========================>.....] - ETA: 36s - loss: 0.3489 - dice_coefficient: 0.7807
Epoch 8: loss did not improve from 0.13864
338/400 [========================>.....] - ETA: 35s - loss: 0.3492 - dice_coefficient: 0.7805
Epoch 8: loss did not improve from 0.13864
339/400 [========================>.....] - ETA: 34s - loss: 0.3487 - dice_coefficient: 0.7807
Epoch 8: loss did not improve from 0.13864
340/400 [========================>.....] - ETA: 34s - loss: 0.3481 - dice_coefficient: 0.7811
Epoch 8: loss did not improve from 0.13864
341/400 [========================>.....] - ETA: 33s - loss: 0.3492 - dice_coefficient: 0.7804
Epoch 8: loss did not improve from 0.13864
342/400 [========================>.....] - ETA: 33s - loss: 0.3489 - dice_coefficient: 0.7805
Epoch 8: loss did not improve from 0.13864
343/400 [========================>.....] - ETA: 32s - loss: 0.3490 - dice_coefficient: 0.7805
Epoch 8: loss did not improve from 0.13864
344/400 [========================>.....] - ETA: 32s - loss: 0.3491 - dice_coefficient: 0.7804
Epoch 8: loss did not improve from 0.13864
345/400 [========================>.....] - ETA: 31s - loss: 0.3505 - dice_coefficient: 0.7795
Epoch 8: loss did not improve from 0.13864
346/400 [========================>.....] - ETA: 30s - loss: 0.3501 - dice_coefficient: 0.7797
Epoch 8: loss did not improve from 0.13864
347/400 [=========================>....] - ETA: 30s - loss: 0.3495 - dice_coefficient: 0.7801
Epoch 8: loss did not improve from 0.13864
348/400 [=========================>....] - ETA: 29s - loss: 0.3489 - dice_coefficient: 0.7805
Epoch 8: loss did not improve from 0.13864
349/400 [=========================>....] - ETA: 29s - loss: 0.3483 - dice_coefficient: 0.7809
Epoch 8: loss did not improve from 0.13864
350/400 [=========================>....] - ETA: 28s - loss: 0.3481 - dice_coefficient: 0.7809
Epoch 8: loss did not improve from 0.13864
351/400 [=========================>....] - ETA: 28s - loss: 0.3490 - dice_coefficient: 0.7803
Epoch 8: loss did not improve from 0.13864
352/400 [=========================>....] - ETA: 27s - loss: 0.3491 - dice_coefficient: 0.7801
Epoch 8: loss did not improve from 0.13864
353/400 [=========================>....] - ETA: 26s - loss: 0.3489 - dice_coefficient: 0.7802
Epoch 8: loss did not improve from 0.13864
354/400 [=========================>....] - ETA: 26s - loss: 0.3489 - dice_coefficient: 0.7802
Epoch 8: loss did not improve from 0.13864
355/400 [=========================>....] - ETA: 25s - loss: 0.3488 - dice_coefficient: 0.7801
Epoch 8: loss did not improve from 0.13864
356/400 [=========================>....] - ETA: 25s - loss: 0.3486 - dice_coefficient: 0.7802
Epoch 8: loss did not improve from 0.13864
357/400 [=========================>....] - ETA: 24s - loss: 0.3485 - dice_coefficient: 0.7802
Epoch 8: loss did not improve from 0.13864
358/400 [=========================>....] - ETA: 24s - loss: 0.3480 - dice_coefficient: 0.7805
Epoch 8: loss did not improve from 0.13864
359/400 [=========================>....] - ETA: 23s - loss: 0.3476 - dice_coefficient: 0.7807
Epoch 8: loss did not improve from 0.13864
360/400 [==========================>...] - ETA: 22s - loss: 0.3480 - dice_coefficient: 0.7804
Epoch 8: loss did not improve from 0.13864
361/400 [==========================>...] - ETA: 22s - loss: 0.3475 - dice_coefficient: 0.7807
Epoch 8: loss did not improve from 0.13864
362/400 [==========================>...] - ETA: 21s - loss: 0.3473 - dice_coefficient: 0.7809
Epoch 8: loss did not improve from 0.13864
363/400 [==========================>...] - ETA: 21s - loss: 0.3471 - dice_coefficient: 0.7809
Epoch 8: loss did not improve from 0.13864
364/400 [==========================>...] - ETA: 20s - loss: 0.3469 - dice_coefficient: 0.7809
Epoch 8: loss did not improve from 0.13864
365/400 [==========================>...] - ETA: 20s - loss: 0.3464 - dice_coefficient: 0.7813
Epoch 8: loss did not improve from 0.13864
366/400 [==========================>...] - ETA: 19s - loss: 0.3469 - dice_coefficient: 0.7811
Epoch 8: loss did not improve from 0.13864
367/400 [==========================>...] - ETA: 18s - loss: 0.3466 - dice_coefficient: 0.7813
Epoch 8: loss did not improve from 0.13864
368/400 [==========================>...] - ETA: 18s - loss: 0.3470 - dice_coefficient: 0.7808
Epoch 8: loss did not improve from 0.13864
369/400 [==========================>...] - ETA: 17s - loss: 0.3464 - dice_coefficient: 0.7813
Epoch 8: loss did not improve from 0.13864
370/400 [==========================>...] - ETA: 17s - loss: 0.3462 - dice_coefficient: 0.7815
Epoch 8: loss did not improve from 0.13864
371/400 [==========================>...] - ETA: 16s - loss: 0.3460 - dice_coefficient: 0.7816
Epoch 8: loss did not improve from 0.13864
372/400 [==========================>...] - ETA: 16s - loss: 0.3458 - dice_coefficient: 0.7817
Epoch 8: loss did not improve from 0.13864
373/400 [==========================>...] - ETA: 15s - loss: 0.3472 - dice_coefficient: 0.7808
Epoch 8: loss did not improve from 0.13864
374/400 [===========================>..] - ETA: 14s - loss: 0.3468 - dice_coefficient: 0.7810
Epoch 8: loss did not improve from 0.13864
375/400 [===========================>..] - ETA: 14s - loss: 0.3493 - dice_coefficient: 0.7798
Epoch 8: loss did not improve from 0.13864
376/400 [===========================>..] - ETA: 13s - loss: 0.3499 - dice_coefficient: 0.7794
Epoch 8: loss did not improve from 0.13864
377/400 [===========================>..] - ETA: 13s - loss: 0.3495 - dice_coefficient: 0.7797
Epoch 8: loss did not improve from 0.13864
378/400 [===========================>..] - ETA: 12s - loss: 0.3494 - dice_coefficient: 0.7797
Epoch 8: loss did not improve from 0.13864
379/400 [===========================>..] - ETA: 12s - loss: 0.3490 - dice_coefficient: 0.7799
Epoch 8: loss did not improve from 0.13864
380/400 [===========================>..] - ETA: 11s - loss: 0.3911 - dice_coefficient: 0.7779
Epoch 8: loss did not improve from 0.13864
381/400 [===========================>..] - ETA: 10s - loss: 0.3905 - dice_coefficient: 0.7782
Epoch 8: loss did not improve from 0.13864
382/400 [===========================>..] - ETA: 10s - loss: 0.3900 - dice_coefficient: 0.7783
Epoch 8: loss did not improve from 0.13864
383/400 [===========================>..] - ETA: 9s - loss: 0.3897 - dice_coefficient: 0.7786 
Epoch 8: loss did not improve from 0.13864
384/400 [===========================>..] - ETA: 9s - loss: 0.3894 - dice_coefficient: 0.7788
Epoch 8: loss did not improve from 0.13864
385/400 [===========================>..] - ETA: 8s - loss: 0.3891 - dice_coefficient: 0.7791
Epoch 8: loss did not improve from 0.13864
386/400 [===========================>..] - ETA: 8s - loss: 0.3903 - dice_coefficient: 0.7783
Epoch 8: loss did not improve from 0.13864
387/400 [============================>.] - ETA: 7s - loss: 0.3904 - dice_coefficient: 0.7780
Epoch 8: loss did not improve from 0.13864
388/400 [============================>.] - ETA: 6s - loss: 0.3907 - dice_coefficient: 0.7777
Epoch 8: loss did not improve from 0.13864
389/400 [============================>.] - ETA: 6s - loss: 0.3910 - dice_coefficient: 0.7773
Epoch 8: loss did not improve from 0.13864
390/400 [============================>.] - ETA: 5s - loss: 0.3933 - dice_coefficient: 0.7761
Epoch 8: loss did not improve from 0.13864
391/400 [============================>.] - ETA: 5s - loss: 0.3929 - dice_coefficient: 0.7763
Epoch 8: loss did not improve from 0.13864
392/400 [============================>.] - ETA: 4s - loss: 0.3924 - dice_coefficient: 0.7765
Epoch 8: loss did not improve from 0.13864
393/400 [============================>.] - ETA: 4s - loss: 0.3927 - dice_coefficient: 0.7762
Epoch 8: loss did not improve from 0.13864
394/400 [============================>.] - ETA: 3s - loss: 0.3930 - dice_coefficient: 0.7758
Epoch 8: loss did not improve from 0.13864
395/400 [============================>.] - ETA: 2s - loss: 0.3930 - dice_coefficient: 0.7758
Epoch 8: loss did not improve from 0.13864
396/400 [============================>.] - ETA: 2s - loss: 0.3926 - dice_coefficient: 0.7761
Epoch 8: loss did not improve from 0.13864
397/400 [============================>.] - ETA: 1s - loss: 0.3928 - dice_coefficient: 0.7758
Epoch 8: loss did not improve from 0.13864
398/400 [============================>.] - ETA: 1s - loss: 0.3920 - dice_coefficient: 0.7762
Epoch 8: loss did not improve from 0.13864
399/400 [============================>.] - ETA: 0s - loss: 0.3917 - dice_coefficient: 0.7765
Epoch 8: loss did not improve from 0.13864
400/400 [==============================] - 230s 575ms/step - loss: 0.3913 - dice_coefficient: 0.7767 - val_loss: 0.8185 - val_dice_coefficient: 0.5792 - lr: 1.0000e-04
Epoch 9/30

Epoch 9: loss did not improve from 0.13864
  1/400 [..............................] - ETA: 3:44 - loss: 1.1128 - dice_coefficient: 0.3478
Epoch 9: loss did not improve from 0.13864
  2/400 [..............................] - ETA: 3:51 - loss: 0.6915 - dice_coefficient: 0.6329
Epoch 9: loss did not improve from 0.13864
  3/400 [..............................] - ETA: 3:46 - loss: 0.5591 - dice_coefficient: 0.6817
Epoch 9: loss did not improve from 0.13864
  4/400 [..............................] - ETA: 3:46 - loss: 0.4373 - dice_coefficient: 0.7493
Epoch 9: loss did not improve from 0.13864
  5/400 [..............................] - ETA: 3:45 - loss: 0.3884 - dice_coefficient: 0.7835
Epoch 9: loss did not improve from 0.13864
  6/400 [..............................] - ETA: 3:44 - loss: 0.3606 - dice_coefficient: 0.7971
Epoch 9: loss did not improve from 0.13864
  7/400 [..............................] - ETA: 3:43 - loss: 0.3326 - dice_coefficient: 0.8151
Epoch 9: loss did not improve from 0.13864
  8/400 [..............................] - ETA: 3:43 - loss: 0.4715 - dice_coefficient: 0.7466
Epoch 9: loss did not improve from 0.13864
  9/400 [..............................] - ETA: 3:43 - loss: 0.4331 - dice_coefficient: 0.7682
Epoch 9: loss did not improve from 0.13864
 10/400 [..............................] - ETA: 3:43 - loss: 0.4351 - dice_coefficient: 0.7691
Epoch 9: loss did not improve from 0.13864
 11/400 [..............................] - ETA: 3:42 - loss: 0.4212 - dice_coefficient: 0.7725
Epoch 9: loss did not improve from 0.13864
 12/400 [..............................] - ETA: 3:41 - loss: 0.4153 - dice_coefficient: 0.7731
Epoch 9: loss did not improve from 0.13864
 13/400 [..............................] - ETA: 3:41 - loss: 0.4124 - dice_coefficient: 0.7687
Epoch 9: loss did not improve from 0.13864
 14/400 [>.............................] - ETA: 3:41 - loss: 0.3991 - dice_coefficient: 0.7781
Epoch 9: loss did not improve from 0.13864
 15/400 [>.............................] - ETA: 3:40 - loss: 0.3879 - dice_coefficient: 0.7818
Epoch 9: loss did not improve from 0.13864
 16/400 [>.............................] - ETA: 3:39 - loss: 0.3780 - dice_coefficient: 0.7863
Epoch 9: loss did not improve from 0.13864
 17/400 [>.............................] - ETA: 3:38 - loss: 0.3704 - dice_coefficient: 0.7886
Epoch 9: loss did not improve from 0.13864
 18/400 [>.............................] - ETA: 3:38 - loss: 0.3605 - dice_coefficient: 0.7951
Epoch 9: loss did not improve from 0.13864
 19/400 [>.............................] - ETA: 3:37 - loss: 0.3558 - dice_coefficient: 0.7975
Epoch 9: loss did not improve from 0.13864
 20/400 [>.............................] - ETA: 3:37 - loss: 0.3489 - dice_coefficient: 0.8008
Epoch 9: loss did not improve from 0.13864
 21/400 [>.............................] - ETA: 3:36 - loss: 0.3439 - dice_coefficient: 0.8039
Epoch 9: loss did not improve from 0.13864
 22/400 [>.............................] - ETA: 3:35 - loss: 0.3389 - dice_coefficient: 0.8055
Epoch 9: loss did not improve from 0.13864
 23/400 [>.............................] - ETA: 3:35 - loss: 0.3338 - dice_coefficient: 0.8078
Epoch 9: loss did not improve from 0.13864
 24/400 [>.............................] - ETA: 3:35 - loss: 0.3331 - dice_coefficient: 0.8075
Epoch 9: loss did not improve from 0.13864
 25/400 [>.............................] - ETA: 3:34 - loss: 0.3244 - dice_coefficient: 0.8124
Epoch 9: loss did not improve from 0.13864
 26/400 [>.............................] - ETA: 3:33 - loss: 0.3185 - dice_coefficient: 0.8152
Epoch 9: loss did not improve from 0.13864
 27/400 [=>............................] - ETA: 3:33 - loss: 0.3111 - dice_coefficient: 0.8191
Epoch 9: loss did not improve from 0.13864
 28/400 [=>............................] - ETA: 3:32 - loss: 0.3043 - dice_coefficient: 0.8227
Epoch 9: loss did not improve from 0.13864
 29/400 [=>............................] - ETA: 3:32 - loss: 0.3017 - dice_coefficient: 0.8260
Epoch 9: loss did not improve from 0.13864
 30/400 [=>............................] - ETA: 3:32 - loss: 0.3004 - dice_coefficient: 0.8254
Epoch 9: loss did not improve from 0.13864
 31/400 [=>............................] - ETA: 3:32 - loss: 0.3052 - dice_coefficient: 0.8212
Epoch 9: loss did not improve from 0.13864
 32/400 [=>............................] - ETA: 3:31 - loss: 0.2988 - dice_coefficient: 0.8250
Epoch 9: loss did not improve from 0.13864
 33/400 [=>............................] - ETA: 3:30 - loss: 0.2963 - dice_coefficient: 0.8263
Epoch 9: loss did not improve from 0.13864
 34/400 [=>............................] - ETA: 3:30 - loss: 0.2955 - dice_coefficient: 0.8253
Epoch 9: loss did not improve from 0.13864
 35/400 [=>............................] - ETA: 3:29 - loss: 0.2894 - dice_coefficient: 0.8290
Epoch 9: loss did not improve from 0.13864
 36/400 [=>............................] - ETA: 3:29 - loss: 0.2842 - dice_coefficient: 0.8319
Epoch 9: loss did not improve from 0.13864
 37/400 [=>............................] - ETA: 3:28 - loss: 0.2816 - dice_coefficient: 0.8325
Epoch 9: loss did not improve from 0.13864
 38/400 [=>............................] - ETA: 3:28 - loss: 0.2803 - dice_coefficient: 0.8330
Epoch 9: loss did not improve from 0.13864
 39/400 [=>............................] - ETA: 3:27 - loss: 0.2795 - dice_coefficient: 0.8331
Epoch 9: loss did not improve from 0.13864
 40/400 [==>...........................] - ETA: 3:26 - loss: 0.2753 - dice_coefficient: 0.8361
Epoch 9: loss did not improve from 0.13864
 41/400 [==>...........................] - ETA: 3:26 - loss: 0.2809 - dice_coefficient: 0.8327
Epoch 9: loss did not improve from 0.13864
 42/400 [==>...........................] - ETA: 3:25 - loss: 0.2797 - dice_coefficient: 0.8344
Epoch 9: loss did not improve from 0.13864
 43/400 [==>...........................] - ETA: 3:24 - loss: 0.2761 - dice_coefficient: 0.8369
Epoch 9: loss did not improve from 0.13864
 44/400 [==>...........................] - ETA: 3:24 - loss: 0.2784 - dice_coefficient: 0.8339
Epoch 9: loss did not improve from 0.13864
 45/400 [==>...........................] - ETA: 3:23 - loss: 0.2766 - dice_coefficient: 0.8352
Epoch 9: loss did not improve from 0.13864
 46/400 [==>...........................] - ETA: 3:23 - loss: 0.2770 - dice_coefficient: 0.8338
Epoch 9: loss did not improve from 0.13864
 47/400 [==>...........................] - ETA: 3:22 - loss: 0.2758 - dice_coefficient: 0.8344
Epoch 9: loss did not improve from 0.13864
 48/400 [==>...........................] - ETA: 3:21 - loss: 0.2733 - dice_coefficient: 0.8359
Epoch 9: loss did not improve from 0.13864
 49/400 [==>...........................] - ETA: 3:21 - loss: 0.2748 - dice_coefficient: 0.8342
Epoch 9: loss did not improve from 0.13864
 50/400 [==>...........................] - ETA: 3:20 - loss: 0.2747 - dice_coefficient: 0.8336
Epoch 9: loss did not improve from 0.13864
 51/400 [==>...........................] - ETA: 3:20 - loss: 0.2722 - dice_coefficient: 0.8350
Epoch 9: loss did not improve from 0.13864
 52/400 [==>...........................] - ETA: 3:19 - loss: 0.2696 - dice_coefficient: 0.8367
Epoch 9: loss did not improve from 0.13864
 53/400 [==>...........................] - ETA: 3:19 - loss: 0.2676 - dice_coefficient: 0.8382
Epoch 9: loss did not improve from 0.13864
 54/400 [===>..........................] - ETA: 3:18 - loss: 0.2674 - dice_coefficient: 0.8380
Epoch 9: loss did not improve from 0.13864
 55/400 [===>..........................] - ETA: 3:17 - loss: 0.2692 - dice_coefficient: 0.8367
Epoch 9: loss did not improve from 0.13864
 56/400 [===>..........................] - ETA: 3:17 - loss: 0.2680 - dice_coefficient: 0.8371
Epoch 9: loss did not improve from 0.13864
 57/400 [===>..........................] - ETA: 3:16 - loss: 0.2718 - dice_coefficient: 0.8341
Epoch 9: loss did not improve from 0.13864
 58/400 [===>..........................] - ETA: 3:16 - loss: 0.2819 - dice_coefficient: 0.8274
Epoch 9: loss did not improve from 0.13864
 59/400 [===>..........................] - ETA: 3:15 - loss: 0.2806 - dice_coefficient: 0.8281
Epoch 9: loss did not improve from 0.13864
 60/400 [===>..........................] - ETA: 3:15 - loss: 0.2847 - dice_coefficient: 0.8264
Epoch 9: loss did not improve from 0.13864
 61/400 [===>..........................] - ETA: 3:14 - loss: 0.2820 - dice_coefficient: 0.8281
Epoch 9: loss did not improve from 0.13864
 62/400 [===>..........................] - ETA: 3:13 - loss: 0.2816 - dice_coefficient: 0.8286
Epoch 9: loss did not improve from 0.13864
 63/400 [===>..........................] - ETA: 3:13 - loss: 0.2805 - dice_coefficient: 0.8297
Epoch 9: loss did not improve from 0.13864
 64/400 [===>..........................] - ETA: 3:12 - loss: 0.2801 - dice_coefficient: 0.8292
Epoch 9: loss did not improve from 0.13864
 65/400 [===>..........................] - ETA: 3:12 - loss: 0.2875 - dice_coefficient: 0.8240
Epoch 9: loss did not improve from 0.13864
 66/400 [===>..........................] - ETA: 3:11 - loss: 0.2867 - dice_coefficient: 0.8246
Epoch 9: loss did not improve from 0.13864
 67/400 [====>.........................] - ETA: 3:10 - loss: 0.2890 - dice_coefficient: 0.8223
Epoch 9: loss did not improve from 0.13864
 68/400 [====>.........................] - ETA: 3:10 - loss: 0.2864 - dice_coefficient: 0.8241
Epoch 9: loss did not improve from 0.13864
 69/400 [====>.........................] - ETA: 3:09 - loss: 0.2868 - dice_coefficient: 0.8232
Epoch 9: loss did not improve from 0.13864
 70/400 [====>.........................] - ETA: 3:09 - loss: 0.2851 - dice_coefficient: 0.8239
Epoch 9: loss did not improve from 0.13864
 71/400 [====>.........................] - ETA: 3:08 - loss: 0.2891 - dice_coefficient: 0.8211
Epoch 9: loss did not improve from 0.13864
 72/400 [====>.........................] - ETA: 3:08 - loss: 0.2898 - dice_coefficient: 0.8200
Epoch 9: loss did not improve from 0.13864
 73/400 [====>.........................] - ETA: 3:07 - loss: 0.2880 - dice_coefficient: 0.8213
Epoch 9: loss did not improve from 0.13864
 74/400 [====>.........................] - ETA: 3:06 - loss: 0.2871 - dice_coefficient: 0.8216
Epoch 9: loss did not improve from 0.13864
 75/400 [====>.........................] - ETA: 3:06 - loss: 0.2865 - dice_coefficient: 0.8225
Epoch 9: loss did not improve from 0.13864
 76/400 [====>.........................] - ETA: 3:05 - loss: 0.2866 - dice_coefficient: 0.8219
Epoch 9: loss did not improve from 0.13864
 77/400 [====>.........................] - ETA: 3:05 - loss: 0.2886 - dice_coefficient: 0.8200
Epoch 9: loss did not improve from 0.13864
 78/400 [====>.........................] - ETA: 3:04 - loss: 0.2873 - dice_coefficient: 0.8207
Epoch 9: loss did not improve from 0.13864
 79/400 [====>.........................] - ETA: 3:04 - loss: 0.2914 - dice_coefficient: 0.8175
Epoch 9: loss did not improve from 0.13864
 80/400 [=====>........................] - ETA: 3:03 - loss: 0.2955 - dice_coefficient: 0.8145
Epoch 9: loss did not improve from 0.13864
 81/400 [=====>........................] - ETA: 3:02 - loss: 0.3037 - dice_coefficient: 0.8097
Epoch 9: loss did not improve from 0.13864
 82/400 [=====>........................] - ETA: 3:02 - loss: 0.3020 - dice_coefficient: 0.8109
Epoch 9: loss did not improve from 0.13864
 83/400 [=====>........................] - ETA: 3:01 - loss: 0.3011 - dice_coefficient: 0.8119
Epoch 9: loss did not improve from 0.13864
 84/400 [=====>........................] - ETA: 3:01 - loss: 0.2993 - dice_coefficient: 0.8131
Epoch 9: loss did not improve from 0.13864
 85/400 [=====>........................] - ETA: 3:00 - loss: 0.2985 - dice_coefficient: 0.8143
Epoch 9: loss did not improve from 0.13864
 86/400 [=====>........................] - ETA: 2:59 - loss: 0.3006 - dice_coefficient: 0.8126
Epoch 9: loss did not improve from 0.13864
 87/400 [=====>........................] - ETA: 2:59 - loss: 0.3044 - dice_coefficient: 0.8098
Epoch 9: loss did not improve from 0.13864
 88/400 [=====>........................] - ETA: 2:58 - loss: 0.3035 - dice_coefficient: 0.8103
Epoch 9: loss did not improve from 0.13864
 89/400 [=====>........................] - ETA: 2:58 - loss: 0.3072 - dice_coefficient: 0.8074
Epoch 9: loss did not improve from 0.13864
 90/400 [=====>........................] - ETA: 2:57 - loss: 0.3058 - dice_coefficient: 0.8081
Epoch 9: loss did not improve from 0.13864
 91/400 [=====>........................] - ETA: 2:57 - loss: 0.3068 - dice_coefficient: 0.8072
Epoch 9: loss did not improve from 0.13864
 92/400 [=====>........................] - ETA: 2:56 - loss: 0.3046 - dice_coefficient: 0.8085
Epoch 9: loss did not improve from 0.13864
 93/400 [=====>........................] - ETA: 2:55 - loss: 0.3032 - dice_coefficient: 0.8093
Epoch 9: loss did not improve from 0.13864
 94/400 [======>.......................] - ETA: 2:55 - loss: 0.3015 - dice_coefficient: 0.8103
Epoch 9: loss did not improve from 0.13864
 95/400 [======>.......................] - ETA: 2:54 - loss: 0.3121 - dice_coefficient: 0.8049
Epoch 9: loss did not improve from 0.13864
 96/400 [======>.......................] - ETA: 2:54 - loss: 0.3121 - dice_coefficient: 0.8052
Epoch 9: loss did not improve from 0.13864
 97/400 [======>.......................] - ETA: 2:53 - loss: 0.3109 - dice_coefficient: 0.8057
Epoch 9: loss did not improve from 0.13864
 98/400 [======>.......................] - ETA: 2:53 - loss: 0.3090 - dice_coefficient: 0.8069
Epoch 9: loss did not improve from 0.13864
 99/400 [======>.......................] - ETA: 2:52 - loss: 0.3075 - dice_coefficient: 0.8080
Epoch 9: loss did not improve from 0.13864
100/400 [======>.......................] - ETA: 2:52 - loss: 0.3065 - dice_coefficient: 0.8084
Epoch 9: loss did not improve from 0.13864
101/400 [======>.......................] - ETA: 2:51 - loss: 0.3059 - dice_coefficient: 0.8088
Epoch 9: loss did not improve from 0.13864
102/400 [======>.......................] - ETA: 2:51 - loss: 0.3061 - dice_coefficient: 0.8085
Epoch 9: loss did not improve from 0.13864
103/400 [======>.......................] - ETA: 2:50 - loss: 0.3044 - dice_coefficient: 0.8098
Epoch 9: loss did not improve from 0.13864
104/400 [======>.......................] - ETA: 2:49 - loss: 0.3064 - dice_coefficient: 0.8081
Epoch 9: loss did not improve from 0.13864
105/400 [======>.......................] - ETA: 2:49 - loss: 0.3080 - dice_coefficient: 0.8067
Epoch 9: loss did not improve from 0.13864
106/400 [======>.......................] - ETA: 2:48 - loss: 0.3069 - dice_coefficient: 0.8075
Epoch 9: loss did not improve from 0.13864
107/400 [=======>......................] - ETA: 2:48 - loss: 0.3061 - dice_coefficient: 0.8082
Epoch 9: loss did not improve from 0.13864
108/400 [=======>......................] - ETA: 2:47 - loss: 0.3083 - dice_coefficient: 0.8066
Epoch 9: loss did not improve from 0.13864
109/400 [=======>......................] - ETA: 2:46 - loss: 0.3085 - dice_coefficient: 0.8062
Epoch 9: loss did not improve from 0.13864
110/400 [=======>......................] - ETA: 2:46 - loss: 0.3140 - dice_coefficient: 0.8027
Epoch 9: loss did not improve from 0.13864
111/400 [=======>......................] - ETA: 2:45 - loss: 0.3178 - dice_coefficient: 0.8001
Epoch 9: loss did not improve from 0.13864
112/400 [=======>......................] - ETA: 2:45 - loss: 0.3159 - dice_coefficient: 0.8012
Epoch 9: loss did not improve from 0.13864
113/400 [=======>......................] - ETA: 2:44 - loss: 0.3180 - dice_coefficient: 0.7993
Epoch 9: loss did not improve from 0.13864
114/400 [=======>......................] - ETA: 2:44 - loss: 0.3192 - dice_coefficient: 0.7980
Epoch 9: loss did not improve from 0.13864
115/400 [=======>......................] - ETA: 2:43 - loss: 0.3194 - dice_coefficient: 0.7974
Epoch 9: loss did not improve from 0.13864
116/400 [=======>......................] - ETA: 2:42 - loss: 0.3187 - dice_coefficient: 0.7980
Epoch 9: loss did not improve from 0.13864
117/400 [=======>......................] - ETA: 2:42 - loss: 0.3178 - dice_coefficient: 0.7983
Epoch 9: loss did not improve from 0.13864
118/400 [=======>......................] - ETA: 2:41 - loss: 0.3176 - dice_coefficient: 0.7979
Epoch 9: loss did not improve from 0.13864
119/400 [=======>......................] - ETA: 2:41 - loss: 0.3199 - dice_coefficient: 0.7962
Epoch 9: loss did not improve from 0.13864
120/400 [========>.....................] - ETA: 2:40 - loss: 0.3188 - dice_coefficient: 0.7971
Epoch 9: loss did not improve from 0.13864
121/400 [========>.....................] - ETA: 2:39 - loss: 0.3179 - dice_coefficient: 0.7975
Epoch 9: loss did not improve from 0.13864
122/400 [========>.....................] - ETA: 2:39 - loss: 0.3165 - dice_coefficient: 0.7983
Epoch 9: loss did not improve from 0.13864
123/400 [========>.....................] - ETA: 2:38 - loss: 0.3158 - dice_coefficient: 0.7987
Epoch 9: loss did not improve from 0.13864
124/400 [========>.....................] - ETA: 2:38 - loss: 0.3154 - dice_coefficient: 0.7986
Epoch 9: loss did not improve from 0.13864
125/400 [========>.....................] - ETA: 2:37 - loss: 0.3149 - dice_coefficient: 0.7985
Epoch 9: loss did not improve from 0.13864
126/400 [========>.....................] - ETA: 2:37 - loss: 0.3140 - dice_coefficient: 0.7992
Epoch 9: loss did not improve from 0.13864
127/400 [========>.....................] - ETA: 2:36 - loss: 0.3173 - dice_coefficient: 0.7968
Epoch 9: loss did not improve from 0.13864
128/400 [========>.....................] - ETA: 2:36 - loss: 0.3164 - dice_coefficient: 0.7977
Epoch 9: loss did not improve from 0.13864
129/400 [========>.....................] - ETA: 2:35 - loss: 0.3165 - dice_coefficient: 0.7973
Epoch 9: loss did not improve from 0.13864
130/400 [========>.....................] - ETA: 2:34 - loss: 0.3158 - dice_coefficient: 0.7979
Epoch 9: loss did not improve from 0.13864
131/400 [========>.....................] - ETA: 2:34 - loss: 0.3148 - dice_coefficient: 0.7985
Epoch 9: loss did not improve from 0.13864
132/400 [========>.....................] - ETA: 2:33 - loss: 0.3146 - dice_coefficient: 0.7990
Epoch 9: loss did not improve from 0.13864
133/400 [========>.....................] - ETA: 2:33 - loss: 0.3133 - dice_coefficient: 0.8000
Epoch 9: loss did not improve from 0.13864
134/400 [=========>....................] - ETA: 2:32 - loss: 0.3135 - dice_coefficient: 0.8000
Epoch 9: loss did not improve from 0.13864
135/400 [=========>....................] - ETA: 2:31 - loss: 0.3122 - dice_coefficient: 0.8009
Epoch 9: loss did not improve from 0.13864
136/400 [=========>....................] - ETA: 2:31 - loss: 0.3198 - dice_coefficient: 0.7972
Epoch 9: loss did not improve from 0.13864
137/400 [=========>....................] - ETA: 2:30 - loss: 0.3202 - dice_coefficient: 0.7969
Epoch 9: loss did not improve from 0.13864
138/400 [=========>....................] - ETA: 2:30 - loss: 0.3188 - dice_coefficient: 0.7978
Epoch 9: loss did not improve from 0.13864
139/400 [=========>....................] - ETA: 2:29 - loss: 0.3194 - dice_coefficient: 0.7973
Epoch 9: loss did not improve from 0.13864
140/400 [=========>....................] - ETA: 2:29 - loss: 0.3208 - dice_coefficient: 0.7963
Epoch 9: loss did not improve from 0.13864
141/400 [=========>....................] - ETA: 2:28 - loss: 0.3205 - dice_coefficient: 0.7963
Epoch 9: loss did not improve from 0.13864
142/400 [=========>....................] - ETA: 2:27 - loss: 0.3197 - dice_coefficient: 0.7967
Epoch 9: loss did not improve from 0.13864
143/400 [=========>....................] - ETA: 2:27 - loss: 0.3185 - dice_coefficient: 0.7973
Epoch 9: loss did not improve from 0.13864
144/400 [=========>....................] - ETA: 2:26 - loss: 0.3186 - dice_coefficient: 0.7971
Epoch 9: loss did not improve from 0.13864
145/400 [=========>....................] - ETA: 2:26 - loss: 0.3180 - dice_coefficient: 0.7973
Epoch 9: loss did not improve from 0.13864
146/400 [=========>....................] - ETA: 2:25 - loss: 0.3175 - dice_coefficient: 0.7977
Epoch 9: loss did not improve from 0.13864
147/400 [==========>...................] - ETA: 2:25 - loss: 0.3170 - dice_coefficient: 0.7980
Epoch 9: loss did not improve from 0.13864
148/400 [==========>...................] - ETA: 2:24 - loss: 0.3163 - dice_coefficient: 0.7982
Epoch 9: loss did not improve from 0.13864
149/400 [==========>...................] - ETA: 2:23 - loss: 0.3154 - dice_coefficient: 0.7990
Epoch 9: loss did not improve from 0.13864
150/400 [==========>...................] - ETA: 2:23 - loss: 0.3152 - dice_coefficient: 0.7990
Epoch 9: loss did not improve from 0.13864
151/400 [==========>...................] - ETA: 2:22 - loss: 0.3154 - dice_coefficient: 0.7996
Epoch 9: loss did not improve from 0.13864
152/400 [==========>...................] - ETA: 2:22 - loss: 0.3147 - dice_coefficient: 0.8002
Epoch 9: loss did not improve from 0.13864
153/400 [==========>...................] - ETA: 2:21 - loss: 0.3143 - dice_coefficient: 0.8003
Epoch 9: loss did not improve from 0.13864
154/400 [==========>...................] - ETA: 2:21 - loss: 0.3132 - dice_coefficient: 0.8012
Epoch 9: loss did not improve from 0.13864
155/400 [==========>...................] - ETA: 2:20 - loss: 0.3132 - dice_coefficient: 0.8011
Epoch 9: loss did not improve from 0.13864
156/400 [==========>...................] - ETA: 2:19 - loss: 0.3130 - dice_coefficient: 0.8010
Epoch 9: loss did not improve from 0.13864
157/400 [==========>...................] - ETA: 2:19 - loss: 0.3128 - dice_coefficient: 0.8010
Epoch 9: loss did not improve from 0.13864
158/400 [==========>...................] - ETA: 2:18 - loss: 0.3116 - dice_coefficient: 0.8020
Epoch 9: loss did not improve from 0.13864
159/400 [==========>...................] - ETA: 2:18 - loss: 0.3106 - dice_coefficient: 0.8027
Epoch 9: loss did not improve from 0.13864
160/400 [===========>..................] - ETA: 2:17 - loss: 0.3110 - dice_coefficient: 0.8022
Epoch 9: loss did not improve from 0.13864
161/400 [===========>..................] - ETA: 2:16 - loss: 0.3109 - dice_coefficient: 0.8020
Epoch 9: loss did not improve from 0.13864
162/400 [===========>..................] - ETA: 2:16 - loss: 0.3160 - dice_coefficient: 0.7992
Epoch 9: loss did not improve from 0.13864
163/400 [===========>..................] - ETA: 2:15 - loss: 0.3160 - dice_coefficient: 0.7990
Epoch 9: loss did not improve from 0.13864
164/400 [===========>..................] - ETA: 2:15 - loss: 0.3162 - dice_coefficient: 0.7987
Epoch 9: loss did not improve from 0.13864
165/400 [===========>..................] - ETA: 2:14 - loss: 0.3164 - dice_coefficient: 0.7988
Epoch 9: loss did not improve from 0.13864
166/400 [===========>..................] - ETA: 2:14 - loss: 0.3176 - dice_coefficient: 0.7985
Epoch 9: loss did not improve from 0.13864
167/400 [===========>..................] - ETA: 2:13 - loss: 0.3194 - dice_coefficient: 0.7972
Epoch 9: loss did not improve from 0.13864
168/400 [===========>..................] - ETA: 2:12 - loss: 0.3205 - dice_coefficient: 0.7964
Epoch 9: loss did not improve from 0.13864
169/400 [===========>..................] - ETA: 2:12 - loss: 0.3196 - dice_coefficient: 0.7972
Epoch 9: loss did not improve from 0.13864
170/400 [===========>..................] - ETA: 2:11 - loss: 0.3193 - dice_coefficient: 0.7972
Epoch 9: loss did not improve from 0.13864
171/400 [===========>..................] - ETA: 2:11 - loss: 0.3194 - dice_coefficient: 0.7972
Epoch 9: loss did not improve from 0.13864
172/400 [===========>..................] - ETA: 2:10 - loss: 0.3205 - dice_coefficient: 0.7962
Epoch 9: loss did not improve from 0.13864
173/400 [===========>..................] - ETA: 2:10 - loss: 0.3198 - dice_coefficient: 0.7965
Epoch 9: loss did not improve from 0.13864
174/400 [============>.................] - ETA: 2:09 - loss: 0.3193 - dice_coefficient: 0.7970
Epoch 9: loss did not improve from 0.13864
175/400 [============>.................] - ETA: 2:08 - loss: 0.3194 - dice_coefficient: 0.7972
Epoch 9: loss did not improve from 0.13864
176/400 [============>.................] - ETA: 2:08 - loss: 0.3192 - dice_coefficient: 0.7972
Epoch 9: loss did not improve from 0.13864
177/400 [============>.................] - ETA: 2:07 - loss: 0.3184 - dice_coefficient: 0.7977
Epoch 9: loss did not improve from 0.13864
178/400 [============>.................] - ETA: 2:07 - loss: 0.3184 - dice_coefficient: 0.7975
Epoch 9: loss did not improve from 0.13864
179/400 [============>.................] - ETA: 2:06 - loss: 0.3174 - dice_coefficient: 0.7979
Epoch 9: loss did not improve from 0.13864
180/400 [============>.................] - ETA: 2:06 - loss: 0.3163 - dice_coefficient: 0.7987
Epoch 9: loss did not improve from 0.13864
181/400 [============>.................] - ETA: 2:05 - loss: 0.3174 - dice_coefficient: 0.7978
Epoch 9: loss did not improve from 0.13864
182/400 [============>.................] - ETA: 2:04 - loss: 0.3169 - dice_coefficient: 0.7984
Epoch 9: loss did not improve from 0.13864
183/400 [============>.................] - ETA: 2:04 - loss: 0.3170 - dice_coefficient: 0.7983
Epoch 9: loss did not improve from 0.13864
184/400 [============>.................] - ETA: 2:03 - loss: 0.3172 - dice_coefficient: 0.7986
Epoch 9: loss did not improve from 0.13864
185/400 [============>.................] - ETA: 2:03 - loss: 0.3174 - dice_coefficient: 0.7986
Epoch 9: loss did not improve from 0.13864
186/400 [============>.................] - ETA: 2:02 - loss: 0.3165 - dice_coefficient: 0.7992
Epoch 9: loss did not improve from 0.13864
187/400 [=============>................] - ETA: 2:02 - loss: 0.3159 - dice_coefficient: 0.7998
Epoch 9: loss did not improve from 0.13864
188/400 [=============>................] - ETA: 2:01 - loss: 0.3152 - dice_coefficient: 0.8004
Epoch 9: loss did not improve from 0.13864
189/400 [=============>................] - ETA: 2:00 - loss: 0.3145 - dice_coefficient: 0.8007
Epoch 9: loss did not improve from 0.13864
190/400 [=============>................] - ETA: 2:00 - loss: 0.3155 - dice_coefficient: 0.8003
Epoch 9: loss did not improve from 0.13864
191/400 [=============>................] - ETA: 1:59 - loss: 0.3151 - dice_coefficient: 0.8004
Epoch 9: loss did not improve from 0.13864
192/400 [=============>................] - ETA: 1:59 - loss: 0.3143 - dice_coefficient: 0.8010
Epoch 9: loss did not improve from 0.13864
193/400 [=============>................] - ETA: 1:58 - loss: 0.3137 - dice_coefficient: 0.8015
Epoch 9: loss did not improve from 0.13864
194/400 [=============>................] - ETA: 1:58 - loss: 0.3128 - dice_coefficient: 0.8021
Epoch 9: loss did not improve from 0.13864
195/400 [=============>................] - ETA: 1:57 - loss: 0.3164 - dice_coefficient: 0.8002
Epoch 9: loss did not improve from 0.13864
196/400 [=============>................] - ETA: 1:56 - loss: 0.3159 - dice_coefficient: 0.8004
Epoch 9: loss did not improve from 0.13864
197/400 [=============>................] - ETA: 1:56 - loss: 0.3156 - dice_coefficient: 0.8009
Epoch 9: loss did not improve from 0.13864
198/400 [=============>................] - ETA: 1:55 - loss: 0.3149 - dice_coefficient: 0.8013
Epoch 9: loss did not improve from 0.13864
199/400 [=============>................] - ETA: 1:55 - loss: 0.3150 - dice_coefficient: 0.8011
Epoch 9: loss did not improve from 0.13864
200/400 [==============>...............] - ETA: 1:54 - loss: 0.3139 - dice_coefficient: 0.8018
Epoch 9: loss did not improve from 0.13864
201/400 [==============>...............] - ETA: 1:54 - loss: 0.3130 - dice_coefficient: 0.8022
Epoch 9: loss did not improve from 0.13864
202/400 [==============>...............] - ETA: 1:53 - loss: 0.3127 - dice_coefficient: 0.8022
Epoch 9: loss did not improve from 0.13864
203/400 [==============>...............] - ETA: 1:52 - loss: 0.3141 - dice_coefficient: 0.8011
Epoch 9: loss did not improve from 0.13864
204/400 [==============>...............] - ETA: 1:52 - loss: 0.3139 - dice_coefficient: 0.8010
Epoch 9: loss did not improve from 0.13864
205/400 [==============>...............] - ETA: 1:51 - loss: 0.3132 - dice_coefficient: 0.8013
Epoch 9: loss did not improve from 0.13864
206/400 [==============>...............] - ETA: 1:51 - loss: 0.3132 - dice_coefficient: 0.8011
Epoch 9: loss did not improve from 0.13864
207/400 [==============>...............] - ETA: 1:50 - loss: 0.3123 - dice_coefficient: 0.8018
Epoch 9: loss did not improve from 0.13864
208/400 [==============>...............] - ETA: 1:50 - loss: 0.3116 - dice_coefficient: 0.8022
Epoch 9: loss did not improve from 0.13864
209/400 [==============>...............] - ETA: 1:49 - loss: 0.3109 - dice_coefficient: 0.8025
Epoch 9: loss did not improve from 0.13864
210/400 [==============>...............] - ETA: 1:48 - loss: 0.3104 - dice_coefficient: 0.8029
Epoch 9: loss did not improve from 0.13864
211/400 [==============>...............] - ETA: 1:48 - loss: 0.3096 - dice_coefficient: 0.8035
Epoch 9: loss did not improve from 0.13864
212/400 [==============>...............] - ETA: 1:47 - loss: 0.3091 - dice_coefficient: 0.8037
Epoch 9: loss did not improve from 0.13864
213/400 [==============>...............] - ETA: 1:47 - loss: 0.3087 - dice_coefficient: 0.8041
Epoch 9: loss did not improve from 0.13864
214/400 [===============>..............] - ETA: 1:46 - loss: 0.3083 - dice_coefficient: 0.8042
Epoch 9: loss did not improve from 0.13864
215/400 [===============>..............] - ETA: 1:45 - loss: 0.3082 - dice_coefficient: 0.8042
Epoch 9: loss did not improve from 0.13864
216/400 [===============>..............] - ETA: 1:45 - loss: 0.3073 - dice_coefficient: 0.8048
Epoch 9: loss did not improve from 0.13864
217/400 [===============>..............] - ETA: 1:44 - loss: 0.3066 - dice_coefficient: 0.8054
Epoch 9: loss did not improve from 0.13864
218/400 [===============>..............] - ETA: 1:44 - loss: 0.3061 - dice_coefficient: 0.8057
Epoch 9: loss did not improve from 0.13864
219/400 [===============>..............] - ETA: 1:43 - loss: 0.3060 - dice_coefficient: 0.8058
Epoch 9: loss did not improve from 0.13864
220/400 [===============>..............] - ETA: 1:43 - loss: 0.3059 - dice_coefficient: 0.8058
Epoch 9: loss did not improve from 0.13864
221/400 [===============>..............] - ETA: 1:42 - loss: 0.3102 - dice_coefficient: 0.8037
Epoch 9: loss did not improve from 0.13864
222/400 [===============>..............] - ETA: 1:41 - loss: 0.3093 - dice_coefficient: 0.8042
Epoch 9: loss did not improve from 0.13864
223/400 [===============>..............] - ETA: 1:41 - loss: 0.3111 - dice_coefficient: 0.8028
Epoch 9: loss did not improve from 0.13864
224/400 [===============>..............] - ETA: 1:40 - loss: 0.3113 - dice_coefficient: 0.8027
Epoch 9: loss did not improve from 0.13864
225/400 [===============>..............] - ETA: 1:40 - loss: 0.3106 - dice_coefficient: 0.8030
Epoch 9: loss did not improve from 0.13864
226/400 [===============>..............] - ETA: 1:39 - loss: 0.3102 - dice_coefficient: 0.8032
Epoch 9: loss did not improve from 0.13864
227/400 [================>.............] - ETA: 1:39 - loss: 0.3097 - dice_coefficient: 0.8037
Epoch 9: loss did not improve from 0.13864
228/400 [================>.............] - ETA: 1:38 - loss: 0.3102 - dice_coefficient: 0.8031
Epoch 9: loss did not improve from 0.13864
229/400 [================>.............] - ETA: 1:37 - loss: 0.3110 - dice_coefficient: 0.8027
Epoch 9: loss did not improve from 0.13864
230/400 [================>.............] - ETA: 1:37 - loss: 0.3101 - dice_coefficient: 0.8033
Epoch 9: loss did not improve from 0.13864
231/400 [================>.............] - ETA: 1:36 - loss: 0.3096 - dice_coefficient: 0.8035
Epoch 9: loss did not improve from 0.13864
232/400 [================>.............] - ETA: 1:36 - loss: 0.3092 - dice_coefficient: 0.8036
Epoch 9: loss did not improve from 0.13864
233/400 [================>.............] - ETA: 1:35 - loss: 0.3083 - dice_coefficient: 0.8040
Epoch 9: loss did not improve from 0.13864
234/400 [================>.............] - ETA: 1:35 - loss: 0.3092 - dice_coefficient: 0.8033
Epoch 9: loss did not improve from 0.13864
235/400 [================>.............] - ETA: 1:34 - loss: 0.3086 - dice_coefficient: 0.8037
Epoch 9: loss did not improve from 0.13864
236/400 [================>.............] - ETA: 1:33 - loss: 0.3088 - dice_coefficient: 0.8036
Epoch 9: loss did not improve from 0.13864
237/400 [================>.............] - ETA: 1:33 - loss: 0.3083 - dice_coefficient: 0.8039
Epoch 9: loss did not improve from 0.13864
238/400 [================>.............] - ETA: 1:32 - loss: 0.3097 - dice_coefficient: 0.8030
Epoch 9: loss did not improve from 0.13864
239/400 [================>.............] - ETA: 1:32 - loss: 0.3096 - dice_coefficient: 0.8031
Epoch 9: loss did not improve from 0.13864
240/400 [=================>............] - ETA: 1:31 - loss: 0.3090 - dice_coefficient: 0.8036
Epoch 9: loss did not improve from 0.13864
241/400 [=================>............] - ETA: 1:31 - loss: 0.3083 - dice_coefficient: 0.8040
Epoch 9: loss did not improve from 0.13864
242/400 [=================>............] - ETA: 1:30 - loss: 0.3079 - dice_coefficient: 0.8045
Epoch 9: loss did not improve from 0.13864
243/400 [=================>............] - ETA: 1:30 - loss: 0.3070 - dice_coefficient: 0.8051
Epoch 9: loss did not improve from 0.13864
244/400 [=================>............] - ETA: 1:29 - loss: 0.3078 - dice_coefficient: 0.8044
Epoch 9: loss did not improve from 0.13864
245/400 [=================>............] - ETA: 1:28 - loss: 0.3074 - dice_coefficient: 0.8047
Epoch 9: loss did not improve from 0.13864
246/400 [=================>............] - ETA: 1:28 - loss: 0.3084 - dice_coefficient: 0.8038
Epoch 9: loss did not improve from 0.13864
247/400 [=================>............] - ETA: 1:27 - loss: 0.3077 - dice_coefficient: 0.8042
Epoch 9: loss did not improve from 0.13864
248/400 [=================>............] - ETA: 1:27 - loss: 0.3067 - dice_coefficient: 0.8048
Epoch 9: loss did not improve from 0.13864
249/400 [=================>............] - ETA: 1:26 - loss: 0.3060 - dice_coefficient: 0.8052
Epoch 9: loss did not improve from 0.13864
250/400 [=================>............] - ETA: 1:25 - loss: 0.3058 - dice_coefficient: 0.8053
Epoch 9: loss did not improve from 0.13864
251/400 [=================>............] - ETA: 1:25 - loss: 0.3063 - dice_coefficient: 0.8047
Epoch 9: loss did not improve from 0.13864
252/400 [=================>............] - ETA: 1:24 - loss: 0.3061 - dice_coefficient: 0.8048
Epoch 9: loss did not improve from 0.13864
253/400 [=================>............] - ETA: 1:24 - loss: 0.3067 - dice_coefficient: 0.8044
Epoch 9: loss did not improve from 0.13864
254/400 [==================>...........] - ETA: 1:23 - loss: 0.3058 - dice_coefficient: 0.8050
Epoch 9: loss did not improve from 0.13864
255/400 [==================>...........] - ETA: 1:23 - loss: 0.3055 - dice_coefficient: 0.8051
Epoch 9: loss did not improve from 0.13864
256/400 [==================>...........] - ETA: 1:22 - loss: 0.3053 - dice_coefficient: 0.8050
Epoch 9: loss did not improve from 0.13864
257/400 [==================>...........] - ETA: 1:21 - loss: 0.3050 - dice_coefficient: 0.8053
Epoch 9: loss did not improve from 0.13864
258/400 [==================>...........] - ETA: 1:21 - loss: 0.3047 - dice_coefficient: 0.8054
Epoch 9: loss did not improve from 0.13864
259/400 [==================>...........] - ETA: 1:20 - loss: 0.3042 - dice_coefficient: 0.8057
Epoch 9: loss did not improve from 0.13864
260/400 [==================>...........] - ETA: 1:20 - loss: 0.3045 - dice_coefficient: 0.8053
Epoch 9: loss did not improve from 0.13864
261/400 [==================>...........] - ETA: 1:19 - loss: 0.3039 - dice_coefficient: 0.8058
Epoch 9: loss did not improve from 0.13864
262/400 [==================>...........] - ETA: 1:19 - loss: 0.3036 - dice_coefficient: 0.8061
Epoch 9: loss did not improve from 0.13864
263/400 [==================>...........] - ETA: 1:18 - loss: 0.3037 - dice_coefficient: 0.8062
Epoch 9: loss did not improve from 0.13864
264/400 [==================>...........] - ETA: 1:17 - loss: 0.3039 - dice_coefficient: 0.8061
Epoch 9: loss did not improve from 0.13864
265/400 [==================>...........] - ETA: 1:17 - loss: 0.3037 - dice_coefficient: 0.8061
Epoch 9: loss did not improve from 0.13864
266/400 [==================>...........] - ETA: 1:16 - loss: 0.3055 - dice_coefficient: 0.8048
Epoch 9: loss did not improve from 0.13864
267/400 [===================>..........] - ETA: 1:16 - loss: 0.3053 - dice_coefficient: 0.8048
Epoch 9: loss did not improve from 0.13864
268/400 [===================>..........] - ETA: 1:15 - loss: 0.3050 - dice_coefficient: 0.8049
Epoch 9: loss did not improve from 0.13864
269/400 [===================>..........] - ETA: 1:15 - loss: 0.3057 - dice_coefficient: 0.8044
Epoch 9: loss did not improve from 0.13864
270/400 [===================>..........] - ETA: 1:14 - loss: 0.3058 - dice_coefficient: 0.8042
Epoch 9: loss did not improve from 0.13864
271/400 [===================>..........] - ETA: 1:13 - loss: 0.3049 - dice_coefficient: 0.8048
Epoch 9: loss did not improve from 0.13864
272/400 [===================>..........] - ETA: 1:13 - loss: 0.3048 - dice_coefficient: 0.8048
Epoch 9: loss did not improve from 0.13864
273/400 [===================>..........] - ETA: 1:12 - loss: 0.3043 - dice_coefficient: 0.8050
Epoch 9: loss did not improve from 0.13864
274/400 [===================>..........] - ETA: 1:12 - loss: 0.3039 - dice_coefficient: 0.8055
Epoch 9: loss did not improve from 0.13864
275/400 [===================>..........] - ETA: 1:11 - loss: 0.3036 - dice_coefficient: 0.8057
Epoch 9: loss did not improve from 0.13864
276/400 [===================>..........] - ETA: 1:11 - loss: 0.3030 - dice_coefficient: 0.8061
Epoch 9: loss did not improve from 0.13864
277/400 [===================>..........] - ETA: 1:10 - loss: 0.3026 - dice_coefficient: 0.8062
Epoch 9: loss did not improve from 0.13864
278/400 [===================>..........] - ETA: 1:09 - loss: 0.3026 - dice_coefficient: 0.8062
Epoch 9: loss did not improve from 0.13864
279/400 [===================>..........] - ETA: 1:09 - loss: 0.3022 - dice_coefficient: 0.8065
Epoch 9: loss did not improve from 0.13864
280/400 [====================>.........] - ETA: 1:08 - loss: 0.3021 - dice_coefficient: 0.8069
Epoch 9: loss did not improve from 0.13864
281/400 [====================>.........] - ETA: 1:08 - loss: 0.3016 - dice_coefficient: 0.8073
Epoch 9: loss did not improve from 0.13864
282/400 [====================>.........] - ETA: 1:07 - loss: 0.3020 - dice_coefficient: 0.8070
Epoch 9: loss did not improve from 0.13864
283/400 [====================>.........] - ETA: 1:07 - loss: 0.3013 - dice_coefficient: 0.8074
Epoch 9: loss did not improve from 0.13864
284/400 [====================>.........] - ETA: 1:06 - loss: 0.3013 - dice_coefficient: 0.8074
Epoch 9: loss did not improve from 0.13864
285/400 [====================>.........] - ETA: 1:05 - loss: 0.3010 - dice_coefficient: 0.8076
Epoch 9: loss did not improve from 0.13864
286/400 [====================>.........] - ETA: 1:05 - loss: 0.3008 - dice_coefficient: 0.8076
Epoch 9: loss did not improve from 0.13864
287/400 [====================>.........] - ETA: 1:04 - loss: 0.3005 - dice_coefficient: 0.8077
Epoch 9: loss did not improve from 0.13864
288/400 [====================>.........] - ETA: 1:04 - loss: 0.2999 - dice_coefficient: 0.8081
Epoch 9: loss did not improve from 0.13864
289/400 [====================>.........] - ETA: 1:03 - loss: 0.2995 - dice_coefficient: 0.8084
Epoch 9: loss did not improve from 0.13864
290/400 [====================>.........] - ETA: 1:03 - loss: 0.2993 - dice_coefficient: 0.8087
Epoch 9: loss did not improve from 0.13864
291/400 [====================>.........] - ETA: 1:02 - loss: 0.2991 - dice_coefficient: 0.8089
Epoch 9: loss did not improve from 0.13864
292/400 [====================>.........] - ETA: 1:01 - loss: 0.2990 - dice_coefficient: 0.8090
Epoch 9: loss did not improve from 0.13864
293/400 [====================>.........] - ETA: 1:01 - loss: 0.2984 - dice_coefficient: 0.8094
Epoch 9: loss did not improve from 0.13864
294/400 [=====================>........] - ETA: 1:00 - loss: 0.2978 - dice_coefficient: 0.8099
Epoch 9: loss did not improve from 0.13864
295/400 [=====================>........] - ETA: 1:00 - loss: 0.2975 - dice_coefficient: 0.8099
Epoch 9: loss did not improve from 0.13864
296/400 [=====================>........] - ETA: 59s - loss: 0.2973 - dice_coefficient: 0.8100 
Epoch 9: loss did not improve from 0.13864
297/400 [=====================>........] - ETA: 59s - loss: 0.2968 - dice_coefficient: 0.8103
Epoch 9: loss did not improve from 0.13864
298/400 [=====================>........] - ETA: 58s - loss: 0.2960 - dice_coefficient: 0.8108
Epoch 9: loss did not improve from 0.13864
299/400 [=====================>........] - ETA: 57s - loss: 0.2969 - dice_coefficient: 0.8101
Epoch 9: loss did not improve from 0.13864
300/400 [=====================>........] - ETA: 57s - loss: 0.2964 - dice_coefficient: 0.8103
Epoch 9: loss did not improve from 0.13864
301/400 [=====================>........] - ETA: 56s - loss: 0.2962 - dice_coefficient: 0.8102
Epoch 9: loss did not improve from 0.13864
302/400 [=====================>........] - ETA: 56s - loss: 0.2956 - dice_coefficient: 0.8107
Epoch 9: loss did not improve from 0.13864
303/400 [=====================>........] - ETA: 55s - loss: 0.2955 - dice_coefficient: 0.8106
Epoch 9: loss did not improve from 0.13864
304/400 [=====================>........] - ETA: 55s - loss: 0.2952 - dice_coefficient: 0.8107
Epoch 9: loss did not improve from 0.13864
305/400 [=====================>........] - ETA: 54s - loss: 0.2951 - dice_coefficient: 0.8107
Epoch 9: loss did not improve from 0.13864
306/400 [=====================>........] - ETA: 53s - loss: 0.2951 - dice_coefficient: 0.8105
Epoch 9: loss did not improve from 0.13864
307/400 [======================>.......] - ETA: 53s - loss: 0.2946 - dice_coefficient: 0.8109
Epoch 9: loss did not improve from 0.13864
308/400 [======================>.......] - ETA: 52s - loss: 0.2949 - dice_coefficient: 0.8106
Epoch 9: loss did not improve from 0.13864
309/400 [======================>.......] - ETA: 52s - loss: 0.2944 - dice_coefficient: 0.8110
Epoch 9: loss did not improve from 0.13864
310/400 [======================>.......] - ETA: 51s - loss: 0.2948 - dice_coefficient: 0.8105
Epoch 9: loss did not improve from 0.13864
311/400 [======================>.......] - ETA: 51s - loss: 0.2946 - dice_coefficient: 0.8107
Epoch 9: loss did not improve from 0.13864
312/400 [======================>.......] - ETA: 50s - loss: 0.2960 - dice_coefficient: 0.8097
Epoch 9: loss did not improve from 0.13864
313/400 [======================>.......] - ETA: 49s - loss: 0.2963 - dice_coefficient: 0.8093
Epoch 9: loss did not improve from 0.13864
314/400 [======================>.......] - ETA: 49s - loss: 0.2969 - dice_coefficient: 0.8089
Epoch 9: loss did not improve from 0.13864
315/400 [======================>.......] - ETA: 48s - loss: 0.2969 - dice_coefficient: 0.8092
Epoch 9: loss did not improve from 0.13864
316/400 [======================>.......] - ETA: 48s - loss: 0.2970 - dice_coefficient: 0.8092
Epoch 9: loss did not improve from 0.13864
317/400 [======================>.......] - ETA: 47s - loss: 0.2969 - dice_coefficient: 0.8092
Epoch 9: loss did not improve from 0.13864
318/400 [======================>.......] - ETA: 46s - loss: 0.2975 - dice_coefficient: 0.8087
Epoch 9: loss did not improve from 0.13864
319/400 [======================>.......] - ETA: 46s - loss: 0.2971 - dice_coefficient: 0.8090
Epoch 9: loss did not improve from 0.13864
320/400 [=======================>......] - ETA: 45s - loss: 0.2965 - dice_coefficient: 0.8094
Epoch 9: loss did not improve from 0.13864
321/400 [=======================>......] - ETA: 45s - loss: 0.2964 - dice_coefficient: 0.8096
Epoch 9: loss did not improve from 0.13864
322/400 [=======================>......] - ETA: 44s - loss: 0.2964 - dice_coefficient: 0.8098
Epoch 9: loss did not improve from 0.13864
323/400 [=======================>......] - ETA: 44s - loss: 0.2957 - dice_coefficient: 0.8103
Epoch 9: loss did not improve from 0.13864
324/400 [=======================>......] - ETA: 43s - loss: 0.3453 - dice_coefficient: 0.8078
Epoch 9: loss did not improve from 0.13864
325/400 [=======================>......] - ETA: 42s - loss: 0.3451 - dice_coefficient: 0.8076
Epoch 9: loss did not improve from 0.13864
326/400 [=======================>......] - ETA: 42s - loss: 0.3449 - dice_coefficient: 0.8075
Epoch 9: loss did not improve from 0.13864
327/400 [=======================>......] - ETA: 41s - loss: 0.3446 - dice_coefficient: 0.8077
Epoch 9: loss did not improve from 0.13864
328/400 [=======================>......] - ETA: 41s - loss: 0.3452 - dice_coefficient: 0.8070
Epoch 9: loss did not improve from 0.13864
329/400 [=======================>......] - ETA: 40s - loss: 0.3446 - dice_coefficient: 0.8073
Epoch 9: loss did not improve from 0.13864
330/400 [=======================>......] - ETA: 40s - loss: 0.3452 - dice_coefficient: 0.8067
Epoch 9: loss did not improve from 0.13864
331/400 [=======================>......] - ETA: 39s - loss: 0.3444 - dice_coefficient: 0.8071
Epoch 9: loss did not improve from 0.13864
332/400 [=======================>......] - ETA: 38s - loss: 0.3445 - dice_coefficient: 0.8069
Epoch 9: loss did not improve from 0.13864
333/400 [=======================>......] - ETA: 38s - loss: 0.3438 - dice_coefficient: 0.8072
Epoch 9: loss did not improve from 0.13864
334/400 [========================>.....] - ETA: 37s - loss: 0.3440 - dice_coefficient: 0.8068
Epoch 9: loss did not improve from 0.13864
335/400 [========================>.....] - ETA: 37s - loss: 0.3437 - dice_coefficient: 0.8068
Epoch 9: loss did not improve from 0.13864
336/400 [========================>.....] - ETA: 36s - loss: 0.3436 - dice_coefficient: 0.8068
Epoch 9: loss did not improve from 0.13864
337/400 [========================>.....] - ETA: 36s - loss: 0.3435 - dice_coefficient: 0.8068
Epoch 9: loss did not improve from 0.13864
338/400 [========================>.....] - ETA: 35s - loss: 0.3431 - dice_coefficient: 0.8070
Epoch 9: loss did not improve from 0.13864
339/400 [========================>.....] - ETA: 34s - loss: 0.3428 - dice_coefficient: 0.8072
Epoch 9: loss did not improve from 0.13864
340/400 [========================>.....] - ETA: 34s - loss: 0.3422 - dice_coefficient: 0.8075
Epoch 9: loss did not improve from 0.13864
341/400 [========================>.....] - ETA: 33s - loss: 0.3418 - dice_coefficient: 0.8077
Epoch 9: loss did not improve from 0.13864
342/400 [========================>.....] - ETA: 33s - loss: 0.3415 - dice_coefficient: 0.8078
Epoch 9: loss did not improve from 0.13864
343/400 [========================>.....] - ETA: 32s - loss: 0.3419 - dice_coefficient: 0.8074
Epoch 9: loss did not improve from 0.13864
344/400 [========================>.....] - ETA: 32s - loss: 0.3418 - dice_coefficient: 0.8073
Epoch 9: loss did not improve from 0.13864
345/400 [========================>.....] - ETA: 31s - loss: 0.3412 - dice_coefficient: 0.8077
Epoch 9: loss did not improve from 0.13864
346/400 [========================>.....] - ETA: 30s - loss: 0.3417 - dice_coefficient: 0.8075
Epoch 9: loss did not improve from 0.13864
347/400 [=========================>....] - ETA: 30s - loss: 0.3421 - dice_coefficient: 0.8070
Epoch 9: loss did not improve from 0.13864
348/400 [=========================>....] - ETA: 29s - loss: 0.3419 - dice_coefficient: 0.8069
Epoch 9: loss did not improve from 0.13864
349/400 [=========================>....] - ETA: 29s - loss: 0.3420 - dice_coefficient: 0.8066
Epoch 9: loss did not improve from 0.13864
350/400 [=========================>....] - ETA: 28s - loss: 0.3414 - dice_coefficient: 0.8069
Epoch 9: loss did not improve from 0.13864
351/400 [=========================>....] - ETA: 28s - loss: 0.3413 - dice_coefficient: 0.8069
Epoch 9: loss did not improve from 0.13864
352/400 [=========================>....] - ETA: 27s - loss: 0.3431 - dice_coefficient: 0.8057
Epoch 9: loss did not improve from 0.13864
353/400 [=========================>....] - ETA: 26s - loss: 0.3434 - dice_coefficient: 0.8053
Epoch 9: loss did not improve from 0.13864
354/400 [=========================>....] - ETA: 26s - loss: 0.3429 - dice_coefficient: 0.8054
Epoch 9: loss did not improve from 0.13864
355/400 [=========================>....] - ETA: 25s - loss: 0.3428 - dice_coefficient: 0.8052
Epoch 9: loss did not improve from 0.13864
356/400 [=========================>....] - ETA: 25s - loss: 0.3434 - dice_coefficient: 0.8047
Epoch 9: loss did not improve from 0.13864
357/400 [=========================>....] - ETA: 24s - loss: 0.3432 - dice_coefficient: 0.8046
Epoch 9: loss did not improve from 0.13864
358/400 [=========================>....] - ETA: 24s - loss: 0.3429 - dice_coefficient: 0.8046
Epoch 9: loss did not improve from 0.13864
359/400 [=========================>....] - ETA: 23s - loss: 0.3434 - dice_coefficient: 0.8042
Epoch 9: loss did not improve from 0.13864
360/400 [==========================>...] - ETA: 22s - loss: 0.3427 - dice_coefficient: 0.8045
Epoch 9: loss did not improve from 0.13864
361/400 [==========================>...] - ETA: 22s - loss: 0.3429 - dice_coefficient: 0.8047
Epoch 9: loss did not improve from 0.13864
362/400 [==========================>...] - ETA: 21s - loss: 0.3433 - dice_coefficient: 0.8042
Epoch 9: loss did not improve from 0.13864
363/400 [==========================>...] - ETA: 21s - loss: 0.3429 - dice_coefficient: 0.8043
Epoch 9: loss did not improve from 0.13864
364/400 [==========================>...] - ETA: 20s - loss: 0.3422 - dice_coefficient: 0.8047
Epoch 9: loss did not improve from 0.13864
365/400 [==========================>...] - ETA: 20s - loss: 0.3419 - dice_coefficient: 0.8049
Epoch 9: loss did not improve from 0.13864
366/400 [==========================>...] - ETA: 19s - loss: 0.3414 - dice_coefficient: 0.8051
Epoch 9: loss did not improve from 0.13864
367/400 [==========================>...] - ETA: 18s - loss: 0.3411 - dice_coefficient: 0.8054
Epoch 9: loss did not improve from 0.13864
368/400 [==========================>...] - ETA: 18s - loss: 0.3410 - dice_coefficient: 0.8053
Epoch 9: loss did not improve from 0.13864
369/400 [==========================>...] - ETA: 17s - loss: 0.3415 - dice_coefficient: 0.8048
Epoch 9: loss did not improve from 0.13864
370/400 [==========================>...] - ETA: 17s - loss: 0.3417 - dice_coefficient: 0.8046
Epoch 9: loss did not improve from 0.13864
371/400 [==========================>...] - ETA: 16s - loss: 0.3412 - dice_coefficient: 0.8049
Epoch 9: loss did not improve from 0.13864
372/400 [==========================>...] - ETA: 16s - loss: 0.3407 - dice_coefficient: 0.8051
Epoch 9: loss did not improve from 0.13864
373/400 [==========================>...] - ETA: 15s - loss: 0.3403 - dice_coefficient: 0.8053
Epoch 9: loss did not improve from 0.13864
374/400 [===========================>..] - ETA: 14s - loss: 0.3416 - dice_coefficient: 0.8044
Epoch 9: loss did not improve from 0.13864
375/400 [===========================>..] - ETA: 14s - loss: 0.3414 - dice_coefficient: 0.8045
Epoch 9: loss did not improve from 0.13864
376/400 [===========================>..] - ETA: 13s - loss: 0.3413 - dice_coefficient: 0.8045
Epoch 9: loss did not improve from 0.13864
377/400 [===========================>..] - ETA: 13s - loss: 0.3408 - dice_coefficient: 0.8048
Epoch 9: loss did not improve from 0.13864
378/400 [===========================>..] - ETA: 12s - loss: 0.3402 - dice_coefficient: 0.8052
Epoch 9: loss did not improve from 0.13864
379/400 [===========================>..] - ETA: 12s - loss: 0.3404 - dice_coefficient: 0.8049
Epoch 9: loss did not improve from 0.13864
380/400 [===========================>..] - ETA: 11s - loss: 0.3406 - dice_coefficient: 0.8046
Epoch 9: loss did not improve from 0.13864
381/400 [===========================>..] - ETA: 10s - loss: 0.3403 - dice_coefficient: 0.8047
Epoch 9: loss did not improve from 0.13864
382/400 [===========================>..] - ETA: 10s - loss: 0.3400 - dice_coefficient: 0.8048
Epoch 9: loss did not improve from 0.13864
383/400 [===========================>..] - ETA: 9s - loss: 0.3397 - dice_coefficient: 0.8050 
Epoch 9: loss did not improve from 0.13864
384/400 [===========================>..] - ETA: 9s - loss: 0.3394 - dice_coefficient: 0.8051
Epoch 9: loss did not improve from 0.13864
385/400 [===========================>..] - ETA: 8s - loss: 0.3388 - dice_coefficient: 0.8055
Epoch 9: loss did not improve from 0.13864
386/400 [===========================>..] - ETA: 8s - loss: 0.3385 - dice_coefficient: 0.8056
Epoch 9: loss did not improve from 0.13864
387/400 [============================>.] - ETA: 7s - loss: 0.3386 - dice_coefficient: 0.8054
Epoch 9: loss did not improve from 0.13864
388/400 [============================>.] - ETA: 6s - loss: 0.3385 - dice_coefficient: 0.8054
Epoch 9: loss did not improve from 0.13864
389/400 [============================>.] - ETA: 6s - loss: 0.3379 - dice_coefficient: 0.8057
Epoch 9: loss did not improve from 0.13864
390/400 [============================>.] - ETA: 5s - loss: 0.3376 - dice_coefficient: 0.8059
Epoch 9: loss did not improve from 0.13864
391/400 [============================>.] - ETA: 5s - loss: 0.3373 - dice_coefficient: 0.8060
Epoch 9: loss did not improve from 0.13864
392/400 [============================>.] - ETA: 4s - loss: 0.3368 - dice_coefficient: 0.8062
Epoch 9: loss did not improve from 0.13864
393/400 [============================>.] - ETA: 4s - loss: 0.3367 - dice_coefficient: 0.8061
Epoch 9: loss did not improve from 0.13864
394/400 [============================>.] - ETA: 3s - loss: 0.3365 - dice_coefficient: 0.8063
Epoch 9: loss did not improve from 0.13864
395/400 [============================>.] - ETA: 2s - loss: 0.3365 - dice_coefficient: 0.8061
Epoch 9: loss did not improve from 0.13864
396/400 [============================>.] - ETA: 2s - loss: 0.3363 - dice_coefficient: 0.8063
Epoch 9: loss did not improve from 0.13864
397/400 [============================>.] - ETA: 1s - loss: 0.3374 - dice_coefficient: 0.8055
Epoch 9: loss did not improve from 0.13864
398/400 [============================>.] - ETA: 1s - loss: 0.3369 - dice_coefficient: 0.8058
Epoch 9: loss did not improve from 0.13864
399/400 [============================>.] - ETA: 0s - loss: 0.3368 - dice_coefficient: 0.8058
Epoch 9: loss did not improve from 0.13864
400/400 [==============================] - 230s 576ms/step - loss: 0.3363 - dice_coefficient: 0.8061 - val_loss: 0.7172 - val_dice_coefficient: 0.6150 - lr: 1.0000e-04
Epoch 10/30

Epoch 10: loss did not improve from 0.13864
  1/400 [..............................] - ETA: 3:40 - loss: 0.6982 - dice_coefficient: 0.5340
Epoch 10: loss did not improve from 0.13864
  2/400 [..............................] - ETA: 3:45 - loss: 0.5110 - dice_coefficient: 0.6364
Epoch 10: loss did not improve from 0.13864
  3/400 [..............................] - ETA: 3:48 - loss: 0.7990 - dice_coefficient: 0.5168
Epoch 10: loss did not improve from 0.13864
  4/400 [..............................] - ETA: 3:47 - loss: 0.6586 - dice_coefficient: 0.5905
Epoch 10: loss did not improve from 0.13864
  5/400 [..............................] - ETA: 3:46 - loss: 0.5775 - dice_coefficient: 0.6484
Epoch 10: loss did not improve from 0.13864
  6/400 [..............................] - ETA: 3:46 - loss: 0.6398 - dice_coefficient: 0.6123
Epoch 10: loss did not improve from 0.13864
  7/400 [..............................] - ETA: 3:46 - loss: 0.5741 - dice_coefficient: 0.6527
Epoch 10: loss did not improve from 0.13864
  8/400 [..............................] - ETA: 3:45 - loss: 0.6525 - dice_coefficient: 0.6120
Epoch 10: loss did not improve from 0.13864
  9/400 [..............................] - ETA: 3:45 - loss: 0.6274 - dice_coefficient: 0.6189
Epoch 10: loss did not improve from 0.13864
 10/400 [..............................] - ETA: 3:44 - loss: 0.5827 - dice_coefficient: 0.6475
Epoch 10: loss did not improve from 0.13864
 11/400 [..............................] - ETA: 3:43 - loss: 0.5492 - dice_coefficient: 0.6659
Epoch 10: loss did not improve from 0.13864
 12/400 [..............................] - ETA: 3:43 - loss: 0.5276 - dice_coefficient: 0.6824
Epoch 10: loss did not improve from 0.13864
 13/400 [..............................] - ETA: 3:42 - loss: 0.5460 - dice_coefficient: 0.6665
Epoch 10: loss did not improve from 0.13864
 14/400 [>.............................] - ETA: 3:41 - loss: 0.5208 - dice_coefficient: 0.6830
Epoch 10: loss did not improve from 0.13864
 15/400 [>.............................] - ETA: 3:40 - loss: 0.4997 - dice_coefficient: 0.6952
Epoch 10: loss did not improve from 0.13864
 16/400 [>.............................] - ETA: 3:40 - loss: 0.4745 - dice_coefficient: 0.7109
Epoch 10: loss did not improve from 0.13864
 17/400 [>.............................] - ETA: 3:40 - loss: 0.4604 - dice_coefficient: 0.7182
Epoch 10: loss did not improve from 0.13864
 18/400 [>.............................] - ETA: 3:39 - loss: 0.4440 - dice_coefficient: 0.7276
Epoch 10: loss did not improve from 0.13864
 19/400 [>.............................] - ETA: 3:39 - loss: 0.4394 - dice_coefficient: 0.7293
Epoch 10: loss did not improve from 0.13864
 20/400 [>.............................] - ETA: 3:38 - loss: 0.4277 - dice_coefficient: 0.7378
Epoch 10: loss did not improve from 0.13864
 21/400 [>.............................] - ETA: 3:37 - loss: 0.4115 - dice_coefficient: 0.7476
Epoch 10: loss did not improve from 0.13864
 22/400 [>.............................] - ETA: 3:36 - loss: 0.4132 - dice_coefficient: 0.7435
Epoch 10: loss did not improve from 0.13864
 23/400 [>.............................] - ETA: 3:36 - loss: 0.4210 - dice_coefficient: 0.7360
Epoch 10: loss did not improve from 0.13864
 24/400 [>.............................] - ETA: 3:35 - loss: 0.4097 - dice_coefficient: 0.7424
Epoch 10: loss did not improve from 0.13864
 25/400 [>.............................] - ETA: 3:35 - loss: 0.4036 - dice_coefficient: 0.7466
Epoch 10: loss did not improve from 0.13864
 26/400 [>.............................] - ETA: 3:34 - loss: 0.3919 - dice_coefficient: 0.7539
Epoch 10: loss did not improve from 0.13864
 27/400 [=>............................] - ETA: 3:33 - loss: 0.3855 - dice_coefficient: 0.7575
Epoch 10: loss did not improve from 0.13864
 28/400 [=>............................] - ETA: 3:33 - loss: 0.3872 - dice_coefficient: 0.7557
Epoch 10: loss did not improve from 0.13864
 29/400 [=>............................] - ETA: 3:32 - loss: 0.3764 - dice_coefficient: 0.7627
Epoch 10: loss did not improve from 0.13864
 30/400 [=>............................] - ETA: 3:32 - loss: 0.3690 - dice_coefficient: 0.7676
Epoch 10: loss did not improve from 0.13864
 31/400 [=>............................] - ETA: 3:31 - loss: 0.3742 - dice_coefficient: 0.7702
Epoch 10: loss did not improve from 0.13864
 32/400 [=>............................] - ETA: 3:30 - loss: 0.3701 - dice_coefficient: 0.7713
Epoch 10: loss did not improve from 0.13864
 33/400 [=>............................] - ETA: 3:30 - loss: 0.3653 - dice_coefficient: 0.7732
Epoch 10: loss did not improve from 0.13864
 34/400 [=>............................] - ETA: 3:29 - loss: 0.3584 - dice_coefficient: 0.7776
Epoch 10: loss did not improve from 0.13864
 35/400 [=>............................] - ETA: 3:29 - loss: 0.3515 - dice_coefficient: 0.7818
Epoch 10: loss did not improve from 0.13864
 36/400 [=>............................] - ETA: 3:28 - loss: 0.3556 - dice_coefficient: 0.7775
Epoch 10: loss did not improve from 0.13864
 37/400 [=>............................] - ETA: 3:28 - loss: 0.3541 - dice_coefficient: 0.7781
Epoch 10: loss did not improve from 0.13864
 38/400 [=>............................] - ETA: 3:27 - loss: 0.3562 - dice_coefficient: 0.7759
Epoch 10: loss did not improve from 0.13864
 39/400 [=>............................] - ETA: 3:27 - loss: 0.3645 - dice_coefficient: 0.7697
Epoch 10: loss did not improve from 0.13864
 40/400 [==>...........................] - ETA: 3:26 - loss: 0.3610 - dice_coefficient: 0.7707
Epoch 10: loss did not improve from 0.13864
 41/400 [==>...........................] - ETA: 3:25 - loss: 0.3550 - dice_coefficient: 0.7746
Epoch 10: loss did not improve from 0.13864
 42/400 [==>...........................] - ETA: 3:25 - loss: 0.3529 - dice_coefficient: 0.7769
Epoch 10: loss did not improve from 0.13864
 43/400 [==>...........................] - ETA: 3:24 - loss: 0.3554 - dice_coefficient: 0.7739
Epoch 10: loss did not improve from 0.13864
 44/400 [==>...........................] - ETA: 3:24 - loss: 0.3541 - dice_coefficient: 0.7740
Epoch 10: loss did not improve from 0.13864
 45/400 [==>...........................] - ETA: 3:23 - loss: 0.3666 - dice_coefficient: 0.7662
Epoch 10: loss did not improve from 0.13864
 46/400 [==>...........................] - ETA: 3:23 - loss: 0.3630 - dice_coefficient: 0.7686
Epoch 10: loss did not improve from 0.13864
 47/400 [==>...........................] - ETA: 3:23 - loss: 0.3591 - dice_coefficient: 0.7706
Epoch 10: loss did not improve from 0.13864
 48/400 [==>...........................] - ETA: 3:22 - loss: 0.3588 - dice_coefficient: 0.7710
Epoch 10: loss did not improve from 0.13864
 49/400 [==>...........................] - ETA: 3:21 - loss: 0.3620 - dice_coefficient: 0.7685
Epoch 10: loss did not improve from 0.13864
 50/400 [==>...........................] - ETA: 3:21 - loss: 0.3576 - dice_coefficient: 0.7712
Epoch 10: loss did not improve from 0.13864
 51/400 [==>...........................] - ETA: 3:20 - loss: 0.3536 - dice_coefficient: 0.7739
Epoch 10: loss did not improve from 0.13864
 52/400 [==>...........................] - ETA: 3:20 - loss: 0.3506 - dice_coefficient: 0.7763
Epoch 10: loss did not improve from 0.13864
 53/400 [==>...........................] - ETA: 3:19 - loss: 0.3492 - dice_coefficient: 0.7766
Epoch 10: loss did not improve from 0.13864
 54/400 [===>..........................] - ETA: 3:18 - loss: 0.3490 - dice_coefficient: 0.7764
Epoch 10: loss did not improve from 0.13864
 55/400 [===>..........................] - ETA: 3:18 - loss: 0.3469 - dice_coefficient: 0.7782
Epoch 10: loss did not improve from 0.13864
 56/400 [===>..........................] - ETA: 3:17 - loss: 0.3440 - dice_coefficient: 0.7800
Epoch 10: loss did not improve from 0.13864
 57/400 [===>..........................] - ETA: 3:17 - loss: 0.3436 - dice_coefficient: 0.7797
Epoch 10: loss did not improve from 0.13864
 58/400 [===>..........................] - ETA: 3:16 - loss: 0.3417 - dice_coefficient: 0.7815
Epoch 10: loss did not improve from 0.13864
 59/400 [===>..........................] - ETA: 3:15 - loss: 0.3426 - dice_coefficient: 0.7801
Epoch 10: loss did not improve from 0.13864
 60/400 [===>..........................] - ETA: 3:15 - loss: 0.3395 - dice_coefficient: 0.7821
Epoch 10: loss did not improve from 0.13864
 61/400 [===>..........................] - ETA: 3:14 - loss: 0.3377 - dice_coefficient: 0.7835
Epoch 10: loss did not improve from 0.13864
 62/400 [===>..........................] - ETA: 3:14 - loss: 0.3360 - dice_coefficient: 0.7842
Epoch 10: loss did not improve from 0.13864
 63/400 [===>..........................] - ETA: 3:13 - loss: 0.3334 - dice_coefficient: 0.7861
Epoch 10: loss did not improve from 0.13864
 64/400 [===>..........................] - ETA: 3:12 - loss: 0.3315 - dice_coefficient: 0.7874
Epoch 10: loss did not improve from 0.13864
 65/400 [===>..........................] - ETA: 3:12 - loss: 0.3280 - dice_coefficient: 0.7898
Epoch 10: loss did not improve from 0.13864
 66/400 [===>..........................] - ETA: 3:11 - loss: 0.3247 - dice_coefficient: 0.7919
Epoch 10: loss did not improve from 0.13864
 67/400 [====>.........................] - ETA: 3:11 - loss: 0.3220 - dice_coefficient: 0.7935
Epoch 10: loss did not improve from 0.13864
 68/400 [====>.........................] - ETA: 3:10 - loss: 0.3212 - dice_coefficient: 0.7941
Epoch 10: loss did not improve from 0.13864
 69/400 [====>.........................] - ETA: 3:10 - loss: 0.3272 - dice_coefficient: 0.7897
Epoch 10: loss did not improve from 0.13864
 70/400 [====>.........................] - ETA: 3:09 - loss: 0.3242 - dice_coefficient: 0.7917
Epoch 10: loss did not improve from 0.13864
 71/400 [====>.........................] - ETA: 3:08 - loss: 0.3233 - dice_coefficient: 0.7934
Epoch 10: loss did not improve from 0.13864
 72/400 [====>.........................] - ETA: 3:08 - loss: 0.3221 - dice_coefficient: 0.7941
Epoch 10: loss did not improve from 0.13864
 73/400 [====>.........................] - ETA: 3:07 - loss: 0.3244 - dice_coefficient: 0.7920
Epoch 10: loss did not improve from 0.13864
 74/400 [====>.........................] - ETA: 3:07 - loss: 0.3212 - dice_coefficient: 0.7940
Epoch 10: loss did not improve from 0.13864
 75/400 [====>.........................] - ETA: 3:06 - loss: 0.3249 - dice_coefficient: 0.7912
Epoch 10: loss did not improve from 0.13864
 76/400 [====>.........................] - ETA: 3:05 - loss: 0.3228 - dice_coefficient: 0.7921
Epoch 10: loss did not improve from 0.13864
 77/400 [====>.........................] - ETA: 3:05 - loss: 0.3241 - dice_coefficient: 0.7933
Epoch 10: loss did not improve from 0.13864
 78/400 [====>.........................] - ETA: 3:04 - loss: 0.3212 - dice_coefficient: 0.7952
Epoch 10: loss did not improve from 0.13864
 79/400 [====>.........................] - ETA: 3:04 - loss: 0.3199 - dice_coefficient: 0.7959
Epoch 10: loss did not improve from 0.13864
 80/400 [=====>........................] - ETA: 3:03 - loss: 0.3172 - dice_coefficient: 0.7976
Epoch 10: loss did not improve from 0.13864
 81/400 [=====>........................] - ETA: 3:03 - loss: 0.3174 - dice_coefficient: 0.7969
Epoch 10: loss did not improve from 0.13864
 82/400 [=====>........................] - ETA: 3:02 - loss: 0.3156 - dice_coefficient: 0.7985
Epoch 10: loss did not improve from 0.13864
 83/400 [=====>........................] - ETA: 3:01 - loss: 0.3133 - dice_coefficient: 0.8004
Epoch 10: loss did not improve from 0.13864
 84/400 [=====>........................] - ETA: 3:01 - loss: 0.3129 - dice_coefficient: 0.8015
Epoch 10: loss did not improve from 0.13864
 85/400 [=====>........................] - ETA: 3:00 - loss: 0.3108 - dice_coefficient: 0.8026
Epoch 10: loss did not improve from 0.13864
 86/400 [=====>........................] - ETA: 3:00 - loss: 0.3088 - dice_coefficient: 0.8040
Epoch 10: loss did not improve from 0.13864
 87/400 [=====>........................] - ETA: 2:59 - loss: 0.3085 - dice_coefficient: 0.8040
Epoch 10: loss did not improve from 0.13864
 88/400 [=====>........................] - ETA: 2:59 - loss: 0.3072 - dice_coefficient: 0.8052
Epoch 10: loss did not improve from 0.13864
 89/400 [=====>........................] - ETA: 2:58 - loss: 0.3056 - dice_coefficient: 0.8061
Epoch 10: loss did not improve from 0.13864
 90/400 [=====>........................] - ETA: 2:57 - loss: 0.3040 - dice_coefficient: 0.8068
Epoch 10: loss did not improve from 0.13864
 91/400 [=====>........................] - ETA: 2:57 - loss: 0.3031 - dice_coefficient: 0.8070
Epoch 10: loss did not improve from 0.13864
 92/400 [=====>........................] - ETA: 2:56 - loss: 0.3011 - dice_coefficient: 0.8085
Epoch 10: loss did not improve from 0.13864
 93/400 [=====>........................] - ETA: 2:56 - loss: 0.2990 - dice_coefficient: 0.8097
Epoch 10: loss did not improve from 0.13864
 94/400 [======>.......................] - ETA: 2:55 - loss: 0.2974 - dice_coefficient: 0.8110
Epoch 10: loss did not improve from 0.13864
 95/400 [======>.......................] - ETA: 2:54 - loss: 0.2972 - dice_coefficient: 0.8109
Epoch 10: loss did not improve from 0.13864
 96/400 [======>.......................] - ETA: 2:54 - loss: 0.2976 - dice_coefficient: 0.8101
Epoch 10: loss did not improve from 0.13864
 97/400 [======>.......................] - ETA: 2:53 - loss: 0.2962 - dice_coefficient: 0.8112
Epoch 10: loss did not improve from 0.13864
 98/400 [======>.......................] - ETA: 2:53 - loss: 0.2957 - dice_coefficient: 0.8113
Epoch 10: loss did not improve from 0.13864
 99/400 [======>.......................] - ETA: 2:52 - loss: 0.2958 - dice_coefficient: 0.8108
Epoch 10: loss did not improve from 0.13864
100/400 [======>.......................] - ETA: 2:51 - loss: 0.2962 - dice_coefficient: 0.8101
Epoch 10: loss did not improve from 0.13864
101/400 [======>.......................] - ETA: 2:51 - loss: 0.2950 - dice_coefficient: 0.8105
Epoch 10: loss did not improve from 0.13864
102/400 [======>.......................] - ETA: 2:50 - loss: 0.2938 - dice_coefficient: 0.8118
Epoch 10: loss did not improve from 0.13864
103/400 [======>.......................] - ETA: 2:50 - loss: 0.2930 - dice_coefficient: 0.8119
Epoch 10: loss did not improve from 0.13864
104/400 [======>.......................] - ETA: 2:49 - loss: 0.2916 - dice_coefficient: 0.8126
Epoch 10: loss did not improve from 0.13864
105/400 [======>.......................] - ETA: 2:49 - loss: 0.2915 - dice_coefficient: 0.8124
Epoch 10: loss did not improve from 0.13864
106/400 [======>.......................] - ETA: 2:48 - loss: 0.2912 - dice_coefficient: 0.8123
Epoch 10: loss did not improve from 0.13864
107/400 [=======>......................] - ETA: 2:47 - loss: 0.2907 - dice_coefficient: 0.8122
Epoch 10: loss did not improve from 0.13864
108/400 [=======>......................] - ETA: 2:47 - loss: 0.2895 - dice_coefficient: 0.8133
Epoch 10: loss did not improve from 0.13864
109/400 [=======>......................] - ETA: 2:46 - loss: 0.2885 - dice_coefficient: 0.8137
Epoch 10: loss did not improve from 0.13864
110/400 [=======>......................] - ETA: 2:46 - loss: 0.2868 - dice_coefficient: 0.8148
Epoch 10: loss did not improve from 0.13864
111/400 [=======>......................] - ETA: 2:45 - loss: 0.2858 - dice_coefficient: 0.8153
Epoch 10: loss did not improve from 0.13864
112/400 [=======>......................] - ETA: 2:45 - loss: 0.2853 - dice_coefficient: 0.8158
Epoch 10: loss did not improve from 0.13864
113/400 [=======>......................] - ETA: 2:44 - loss: 0.2846 - dice_coefficient: 0.8167
Epoch 10: loss did not improve from 0.13864
114/400 [=======>......................] - ETA: 2:43 - loss: 0.2836 - dice_coefficient: 0.8172
Epoch 10: loss did not improve from 0.13864
115/400 [=======>......................] - ETA: 2:43 - loss: 0.2824 - dice_coefficient: 0.8181
Epoch 10: loss did not improve from 0.13864
116/400 [=======>......................] - ETA: 2:42 - loss: 0.2806 - dice_coefficient: 0.8192
Epoch 10: loss did not improve from 0.13864
117/400 [=======>......................] - ETA: 2:42 - loss: 0.2811 - dice_coefficient: 0.8187
Epoch 10: loss did not improve from 0.13864
118/400 [=======>......................] - ETA: 2:41 - loss: 0.2820 - dice_coefficient: 0.8178
Epoch 10: loss did not improve from 0.13864
119/400 [=======>......................] - ETA: 2:41 - loss: 0.2820 - dice_coefficient: 0.8176
Epoch 10: loss did not improve from 0.13864
120/400 [========>.....................] - ETA: 2:40 - loss: 0.2818 - dice_coefficient: 0.8174
Epoch 10: loss did not improve from 0.13864
121/400 [========>.....................] - ETA: 2:39 - loss: 0.2826 - dice_coefficient: 0.8167
Epoch 10: loss did not improve from 0.13864
122/400 [========>.....................] - ETA: 2:39 - loss: 0.2814 - dice_coefficient: 0.8174
Epoch 10: loss did not improve from 0.13864
123/400 [========>.....................] - ETA: 2:38 - loss: 0.2798 - dice_coefficient: 0.8185
Epoch 10: loss did not improve from 0.13864
124/400 [========>.....................] - ETA: 2:38 - loss: 0.2786 - dice_coefficient: 0.8195
Epoch 10: loss did not improve from 0.13864
125/400 [========>.....................] - ETA: 2:37 - loss: 0.2779 - dice_coefficient: 0.8199
Epoch 10: loss did not improve from 0.13864
126/400 [========>.....................] - ETA: 2:36 - loss: 0.2776 - dice_coefficient: 0.8201
Epoch 10: loss did not improve from 0.13864
127/400 [========>.....................] - ETA: 2:36 - loss: 0.2783 - dice_coefficient: 0.8192
Epoch 10: loss did not improve from 0.13864
128/400 [========>.....................] - ETA: 2:35 - loss: 0.2771 - dice_coefficient: 0.8202
Epoch 10: loss did not improve from 0.13864
129/400 [========>.....................] - ETA: 2:35 - loss: 0.2797 - dice_coefficient: 0.8184
Epoch 10: loss did not improve from 0.13864
130/400 [========>.....................] - ETA: 2:34 - loss: 0.2787 - dice_coefficient: 0.8190
Epoch 10: loss did not improve from 0.13864
131/400 [========>.....................] - ETA: 2:34 - loss: 0.2777 - dice_coefficient: 0.8196
Epoch 10: loss did not improve from 0.13864
132/400 [========>.....................] - ETA: 2:33 - loss: 0.2771 - dice_coefficient: 0.8200
Epoch 10: loss did not improve from 0.13864
133/400 [========>.....................] - ETA: 2:32 - loss: 0.2792 - dice_coefficient: 0.8198
Epoch 10: loss did not improve from 0.13864
134/400 [=========>....................] - ETA: 2:32 - loss: 0.2780 - dice_coefficient: 0.8205
Epoch 10: loss did not improve from 0.13864
135/400 [=========>....................] - ETA: 2:31 - loss: 0.2791 - dice_coefficient: 0.8199
Epoch 10: loss did not improve from 0.13864
136/400 [=========>....................] - ETA: 2:31 - loss: 0.2783 - dice_coefficient: 0.8203
Epoch 10: loss did not improve from 0.13864
137/400 [=========>....................] - ETA: 2:30 - loss: 0.2768 - dice_coefficient: 0.8213
Epoch 10: loss did not improve from 0.13864
138/400 [=========>....................] - ETA: 2:30 - loss: 0.2784 - dice_coefficient: 0.8200
Epoch 10: loss did not improve from 0.13864
139/400 [=========>....................] - ETA: 2:29 - loss: 0.2776 - dice_coefficient: 0.8204
Epoch 10: loss did not improve from 0.13864
140/400 [=========>....................] - ETA: 2:28 - loss: 0.2809 - dice_coefficient: 0.8180
Epoch 10: loss did not improve from 0.13864
141/400 [=========>....................] - ETA: 2:28 - loss: 0.2814 - dice_coefficient: 0.8174
Epoch 10: loss did not improve from 0.13864
142/400 [=========>....................] - ETA: 2:27 - loss: 0.2818 - dice_coefficient: 0.8172
Epoch 10: loss did not improve from 0.13864
143/400 [=========>....................] - ETA: 2:27 - loss: 0.2825 - dice_coefficient: 0.8166
Epoch 10: loss did not improve from 0.13864
144/400 [=========>....................] - ETA: 2:26 - loss: 0.2835 - dice_coefficient: 0.8156
Epoch 10: loss did not improve from 0.13864
145/400 [=========>....................] - ETA: 2:26 - loss: 0.2886 - dice_coefficient: 0.8128
Epoch 10: loss did not improve from 0.13864
146/400 [=========>....................] - ETA: 2:25 - loss: 0.2890 - dice_coefficient: 0.8122
Epoch 10: loss did not improve from 0.13864
147/400 [==========>...................] - ETA: 2:24 - loss: 0.2887 - dice_coefficient: 0.8126
Epoch 10: loss did not improve from 0.13864
148/400 [==========>...................] - ETA: 2:24 - loss: 0.2877 - dice_coefficient: 0.8133
Epoch 10: loss did not improve from 0.13864
149/400 [==========>...................] - ETA: 2:23 - loss: 0.2866 - dice_coefficient: 0.8140
Epoch 10: loss did not improve from 0.13864
150/400 [==========>...................] - ETA: 2:23 - loss: 0.2860 - dice_coefficient: 0.8143
Epoch 10: loss did not improve from 0.13864
151/400 [==========>...................] - ETA: 2:22 - loss: 0.2859 - dice_coefficient: 0.8141
Epoch 10: loss did not improve from 0.13864
152/400 [==========>...................] - ETA: 2:22 - loss: 0.2864 - dice_coefficient: 0.8136
Epoch 10: loss did not improve from 0.13864
153/400 [==========>...................] - ETA: 2:21 - loss: 0.2857 - dice_coefficient: 0.8142
Epoch 10: loss did not improve from 0.13864
154/400 [==========>...................] - ETA: 2:20 - loss: 0.2874 - dice_coefficient: 0.8127
Epoch 10: loss did not improve from 0.13864
155/400 [==========>...................] - ETA: 2:20 - loss: 0.2870 - dice_coefficient: 0.8135
Epoch 10: loss did not improve from 0.13864
156/400 [==========>...................] - ETA: 2:19 - loss: 0.2869 - dice_coefficient: 0.8133
Epoch 10: loss did not improve from 0.13864
157/400 [==========>...................] - ETA: 2:19 - loss: 0.2874 - dice_coefficient: 0.8130
Epoch 10: loss did not improve from 0.13864
158/400 [==========>...................] - ETA: 2:18 - loss: 0.2868 - dice_coefficient: 0.8134
Epoch 10: loss did not improve from 0.13864
159/400 [==========>...................] - ETA: 2:18 - loss: 0.2858 - dice_coefficient: 0.8140
Epoch 10: loss did not improve from 0.13864
160/400 [===========>..................] - ETA: 2:17 - loss: 0.2847 - dice_coefficient: 0.8149
Epoch 10: loss did not improve from 0.13864
161/400 [===========>..................] - ETA: 2:16 - loss: 0.2844 - dice_coefficient: 0.8153
Epoch 10: loss did not improve from 0.13864
162/400 [===========>..................] - ETA: 2:16 - loss: 0.2831 - dice_coefficient: 0.8161
Epoch 10: loss did not improve from 0.13864
163/400 [===========>..................] - ETA: 2:15 - loss: 0.2829 - dice_coefficient: 0.8159
Epoch 10: loss did not improve from 0.13864
164/400 [===========>..................] - ETA: 2:15 - loss: 0.2831 - dice_coefficient: 0.8157
Epoch 10: loss did not improve from 0.13864
165/400 [===========>..................] - ETA: 2:14 - loss: 0.2832 - dice_coefficient: 0.8156
Epoch 10: loss did not improve from 0.13864
166/400 [===========>..................] - ETA: 2:14 - loss: 0.2831 - dice_coefficient: 0.8159
Epoch 10: loss did not improve from 0.13864
167/400 [===========>..................] - ETA: 2:13 - loss: 0.2827 - dice_coefficient: 0.8164
Epoch 10: loss did not improve from 0.13864
168/400 [===========>..................] - ETA: 2:12 - loss: 0.2830 - dice_coefficient: 0.8161
Epoch 10: loss did not improve from 0.13864
169/400 [===========>..................] - ETA: 2:12 - loss: 0.2820 - dice_coefficient: 0.8169
Epoch 10: loss did not improve from 0.13864
170/400 [===========>..................] - ETA: 2:11 - loss: 0.2816 - dice_coefficient: 0.8171
Epoch 10: loss did not improve from 0.13864
171/400 [===========>..................] - ETA: 2:11 - loss: 0.2828 - dice_coefficient: 0.8168
Epoch 10: loss did not improve from 0.13864
172/400 [===========>..................] - ETA: 2:10 - loss: 0.2828 - dice_coefficient: 0.8168
Epoch 10: loss did not improve from 0.13864
173/400 [===========>..................] - ETA: 2:09 - loss: 0.2819 - dice_coefficient: 0.8176
Epoch 10: loss did not improve from 0.13864
174/400 [============>.................] - ETA: 2:09 - loss: 0.2809 - dice_coefficient: 0.8184
Epoch 10: loss did not improve from 0.13864
175/400 [============>.................] - ETA: 2:08 - loss: 0.2817 - dice_coefficient: 0.8176
Epoch 10: loss did not improve from 0.13864
176/400 [============>.................] - ETA: 2:08 - loss: 0.2857 - dice_coefficient: 0.8152
Epoch 10: loss did not improve from 0.13864
177/400 [============>.................] - ETA: 2:07 - loss: 0.2857 - dice_coefficient: 0.8151
Epoch 10: loss did not improve from 0.13864
178/400 [============>.................] - ETA: 2:07 - loss: 0.2854 - dice_coefficient: 0.8151
Epoch 10: loss did not improve from 0.13864
179/400 [============>.................] - ETA: 2:06 - loss: 0.2846 - dice_coefficient: 0.8155
Epoch 10: loss did not improve from 0.13864
180/400 [============>.................] - ETA: 2:06 - loss: 0.2848 - dice_coefficient: 0.8160
Epoch 10: loss did not improve from 0.13864
181/400 [============>.................] - ETA: 2:05 - loss: 0.2852 - dice_coefficient: 0.8154
Epoch 10: loss did not improve from 0.13864
182/400 [============>.................] - ETA: 2:04 - loss: 0.2848 - dice_coefficient: 0.8159
Epoch 10: loss did not improve from 0.13864
183/400 [============>.................] - ETA: 2:04 - loss: 0.2848 - dice_coefficient: 0.8156
Epoch 10: loss did not improve from 0.13864
184/400 [============>.................] - ETA: 2:03 - loss: 0.2844 - dice_coefficient: 0.8161
Epoch 10: loss did not improve from 0.13864
185/400 [============>.................] - ETA: 2:03 - loss: 0.2836 - dice_coefficient: 0.8166
Epoch 10: loss did not improve from 0.13864
186/400 [============>.................] - ETA: 2:02 - loss: 0.2830 - dice_coefficient: 0.8169
Epoch 10: loss did not improve from 0.13864
187/400 [=============>................] - ETA: 2:01 - loss: 0.2821 - dice_coefficient: 0.8174
Epoch 10: loss did not improve from 0.13864
188/400 [=============>................] - ETA: 2:01 - loss: 0.2829 - dice_coefficient: 0.8168
Epoch 10: loss did not improve from 0.13864
189/400 [=============>................] - ETA: 2:00 - loss: 0.2824 - dice_coefficient: 0.8171
Epoch 10: loss did not improve from 0.13864
190/400 [=============>................] - ETA: 2:00 - loss: 0.2816 - dice_coefficient: 0.8176
Epoch 10: loss did not improve from 0.13864
191/400 [=============>................] - ETA: 1:59 - loss: 0.2809 - dice_coefficient: 0.8181
Epoch 10: loss did not improve from 0.13864
192/400 [=============>................] - ETA: 1:59 - loss: 0.2806 - dice_coefficient: 0.8182
Epoch 10: loss did not improve from 0.13864
193/400 [=============>................] - ETA: 1:58 - loss: 0.2795 - dice_coefficient: 0.8190
Epoch 10: loss did not improve from 0.13864
194/400 [=============>................] - ETA: 1:57 - loss: 0.2788 - dice_coefficient: 0.8195
Epoch 10: loss did not improve from 0.13864
195/400 [=============>................] - ETA: 1:57 - loss: 0.2794 - dice_coefficient: 0.8193
Epoch 10: loss did not improve from 0.13864
196/400 [=============>................] - ETA: 1:56 - loss: 0.2796 - dice_coefficient: 0.8190
Epoch 10: loss did not improve from 0.13864
197/400 [=============>................] - ETA: 1:56 - loss: 0.2794 - dice_coefficient: 0.8189
Epoch 10: loss did not improve from 0.13864
198/400 [=============>................] - ETA: 1:55 - loss: 0.2805 - dice_coefficient: 0.8180
Epoch 10: loss did not improve from 0.13864
199/400 [=============>................] - ETA: 1:55 - loss: 0.2797 - dice_coefficient: 0.8185
Epoch 10: loss did not improve from 0.13864
200/400 [==============>...............] - ETA: 1:54 - loss: 0.2799 - dice_coefficient: 0.8183
Epoch 10: loss did not improve from 0.13864
201/400 [==============>...............] - ETA: 1:53 - loss: 0.2806 - dice_coefficient: 0.8177
Epoch 10: loss did not improve from 0.13864
202/400 [==============>...............] - ETA: 1:53 - loss: 0.2843 - dice_coefficient: 0.8154
Epoch 10: loss did not improve from 0.13864
203/400 [==============>...............] - ETA: 1:52 - loss: 0.2847 - dice_coefficient: 0.8150
Epoch 10: loss did not improve from 0.13864
204/400 [==============>...............] - ETA: 1:52 - loss: 0.2849 - dice_coefficient: 0.8146
Epoch 10: loss did not improve from 0.13864
205/400 [==============>...............] - ETA: 1:51 - loss: 0.2853 - dice_coefficient: 0.8144
Epoch 10: loss did not improve from 0.13864
206/400 [==============>...............] - ETA: 1:51 - loss: 0.2863 - dice_coefficient: 0.8135
Epoch 10: loss did not improve from 0.13864
207/400 [==============>...............] - ETA: 1:50 - loss: 0.2858 - dice_coefficient: 0.8139
Epoch 10: loss did not improve from 0.13864
208/400 [==============>...............] - ETA: 1:49 - loss: 0.2853 - dice_coefficient: 0.8142
Epoch 10: loss did not improve from 0.13864
209/400 [==============>...............] - ETA: 1:49 - loss: 0.2857 - dice_coefficient: 0.8139
Epoch 10: loss did not improve from 0.13864
210/400 [==============>...............] - ETA: 1:48 - loss: 0.2862 - dice_coefficient: 0.8133
Epoch 10: loss did not improve from 0.13864
211/400 [==============>...............] - ETA: 1:48 - loss: 0.2855 - dice_coefficient: 0.8139
Epoch 10: loss did not improve from 0.13864
212/400 [==============>...............] - ETA: 1:47 - loss: 0.2854 - dice_coefficient: 0.8138
Epoch 10: loss did not improve from 0.13864
213/400 [==============>...............] - ETA: 1:47 - loss: 0.2862 - dice_coefficient: 0.8131
Epoch 10: loss did not improve from 0.13864
214/400 [===============>..............] - ETA: 1:46 - loss: 0.2859 - dice_coefficient: 0.8132
Epoch 10: loss did not improve from 0.13864
215/400 [===============>..............] - ETA: 1:45 - loss: 0.2855 - dice_coefficient: 0.8134
Epoch 10: loss did not improve from 0.13864
216/400 [===============>..............] - ETA: 1:45 - loss: 0.2849 - dice_coefficient: 0.8138
Epoch 10: loss did not improve from 0.13864
217/400 [===============>..............] - ETA: 1:44 - loss: 0.2845 - dice_coefficient: 0.8139
Epoch 10: loss did not improve from 0.13864
218/400 [===============>..............] - ETA: 1:44 - loss: 0.2839 - dice_coefficient: 0.8144
Epoch 10: loss did not improve from 0.13864
219/400 [===============>..............] - ETA: 1:43 - loss: 0.2833 - dice_coefficient: 0.8147
Epoch 10: loss did not improve from 0.13864
220/400 [===============>..............] - ETA: 1:43 - loss: 0.2826 - dice_coefficient: 0.8150
Epoch 10: loss did not improve from 0.13864
221/400 [===============>..............] - ETA: 1:42 - loss: 0.2820 - dice_coefficient: 0.8154
Epoch 10: loss did not improve from 0.13864
222/400 [===============>..............] - ETA: 1:41 - loss: 0.2815 - dice_coefficient: 0.8157
Epoch 10: loss did not improve from 0.13864
223/400 [===============>..............] - ETA: 1:41 - loss: 0.2811 - dice_coefficient: 0.8162
Epoch 10: loss did not improve from 0.13864
224/400 [===============>..............] - ETA: 1:40 - loss: 0.2807 - dice_coefficient: 0.8165
Epoch 10: loss did not improve from 0.13864
225/400 [===============>..............] - ETA: 1:40 - loss: 0.2801 - dice_coefficient: 0.8170
Epoch 10: loss did not improve from 0.13864
226/400 [===============>..............] - ETA: 1:39 - loss: 0.2793 - dice_coefficient: 0.8174
Epoch 10: loss did not improve from 0.13864
227/400 [================>.............] - ETA: 1:39 - loss: 0.2790 - dice_coefficient: 0.8176
Epoch 10: loss did not improve from 0.13864
228/400 [================>.............] - ETA: 1:38 - loss: 0.2781 - dice_coefficient: 0.8182
Epoch 10: loss did not improve from 0.13864
229/400 [================>.............] - ETA: 1:37 - loss: 0.2772 - dice_coefficient: 0.8189
Epoch 10: loss did not improve from 0.13864
230/400 [================>.............] - ETA: 1:37 - loss: 0.2779 - dice_coefficient: 0.8184
Epoch 10: loss did not improve from 0.13864
231/400 [================>.............] - ETA: 1:36 - loss: 0.2772 - dice_coefficient: 0.8189
Epoch 10: loss did not improve from 0.13864
232/400 [================>.............] - ETA: 1:36 - loss: 0.2763 - dice_coefficient: 0.8195
Epoch 10: loss did not improve from 0.13864
233/400 [================>.............] - ETA: 1:35 - loss: 0.2759 - dice_coefficient: 0.8199
Epoch 10: loss did not improve from 0.13864
234/400 [================>.............] - ETA: 1:35 - loss: 0.2757 - dice_coefficient: 0.8201
Epoch 10: loss did not improve from 0.13864
235/400 [================>.............] - ETA: 1:34 - loss: 0.2774 - dice_coefficient: 0.8189
Epoch 10: loss did not improve from 0.13864
236/400 [================>.............] - ETA: 1:33 - loss: 0.2770 - dice_coefficient: 0.8191
Epoch 10: loss did not improve from 0.13864
237/400 [================>.............] - ETA: 1:33 - loss: 0.2771 - dice_coefficient: 0.8192
Epoch 10: loss did not improve from 0.13864
238/400 [================>.............] - ETA: 1:32 - loss: 0.2764 - dice_coefficient: 0.8196
Epoch 10: loss did not improve from 0.13864
239/400 [================>.............] - ETA: 1:32 - loss: 0.2764 - dice_coefficient: 0.8196
Epoch 10: loss did not improve from 0.13864
240/400 [=================>............] - ETA: 1:31 - loss: 0.2757 - dice_coefficient: 0.8202
Epoch 10: loss did not improve from 0.13864
241/400 [=================>............] - ETA: 1:31 - loss: 0.2751 - dice_coefficient: 0.8206
Epoch 10: loss did not improve from 0.13864
242/400 [=================>............] - ETA: 1:30 - loss: 0.2745 - dice_coefficient: 0.8209
Epoch 10: loss did not improve from 0.13864
243/400 [=================>............] - ETA: 1:29 - loss: 0.2746 - dice_coefficient: 0.8209
Epoch 10: loss did not improve from 0.13864
244/400 [=================>............] - ETA: 1:29 - loss: 0.2742 - dice_coefficient: 0.8211
Epoch 10: loss did not improve from 0.13864
245/400 [=================>............] - ETA: 1:28 - loss: 0.2740 - dice_coefficient: 0.8211
Epoch 10: loss did not improve from 0.13864
246/400 [=================>............] - ETA: 1:28 - loss: 0.2736 - dice_coefficient: 0.8213
Epoch 10: loss did not improve from 0.13864
247/400 [=================>............] - ETA: 1:27 - loss: 0.2738 - dice_coefficient: 0.8210
Epoch 10: loss did not improve from 0.13864
248/400 [=================>............] - ETA: 1:27 - loss: 0.2730 - dice_coefficient: 0.8216
Epoch 10: loss did not improve from 0.13864
249/400 [=================>............] - ETA: 1:26 - loss: 0.2725 - dice_coefficient: 0.8220
Epoch 10: loss did not improve from 0.13864
250/400 [=================>............] - ETA: 1:25 - loss: 0.2723 - dice_coefficient: 0.8222
Epoch 10: loss did not improve from 0.13864
251/400 [=================>............] - ETA: 1:25 - loss: 0.2721 - dice_coefficient: 0.8224
Epoch 10: loss did not improve from 0.13864
252/400 [=================>............] - ETA: 1:24 - loss: 0.2717 - dice_coefficient: 0.8227
Epoch 10: loss did not improve from 0.13864
253/400 [=================>............] - ETA: 1:24 - loss: 0.2720 - dice_coefficient: 0.8224
Epoch 10: loss did not improve from 0.13864
254/400 [==================>...........] - ETA: 1:23 - loss: 0.2718 - dice_coefficient: 0.8224
Epoch 10: loss did not improve from 0.13864
255/400 [==================>...........] - ETA: 1:23 - loss: 0.2717 - dice_coefficient: 0.8228
Epoch 10: loss did not improve from 0.13864
256/400 [==================>...........] - ETA: 1:22 - loss: 0.2713 - dice_coefficient: 0.8232
Epoch 10: loss did not improve from 0.13864
257/400 [==================>...........] - ETA: 1:21 - loss: 0.2707 - dice_coefficient: 0.8236
Epoch 10: loss did not improve from 0.13864
258/400 [==================>...........] - ETA: 1:21 - loss: 0.2701 - dice_coefficient: 0.8240
Epoch 10: loss did not improve from 0.13864
259/400 [==================>...........] - ETA: 1:20 - loss: 0.2697 - dice_coefficient: 0.8243
Epoch 10: loss did not improve from 0.13864
260/400 [==================>...........] - ETA: 1:20 - loss: 0.2700 - dice_coefficient: 0.8240
Epoch 10: loss did not improve from 0.13864
261/400 [==================>...........] - ETA: 1:19 - loss: 0.2698 - dice_coefficient: 0.8240
Epoch 10: loss did not improve from 0.13864
262/400 [==================>...........] - ETA: 1:19 - loss: 0.2691 - dice_coefficient: 0.8244
Epoch 10: loss did not improve from 0.13864
263/400 [==================>...........] - ETA: 1:18 - loss: 0.2686 - dice_coefficient: 0.8248
Epoch 10: loss did not improve from 0.13864
264/400 [==================>...........] - ETA: 1:17 - loss: 0.2681 - dice_coefficient: 0.8251
Epoch 10: loss did not improve from 0.13864
265/400 [==================>...........] - ETA: 1:17 - loss: 0.2679 - dice_coefficient: 0.8253
Epoch 10: loss did not improve from 0.13864
266/400 [==================>...........] - ETA: 1:16 - loss: 0.2678 - dice_coefficient: 0.8255
Epoch 10: loss did not improve from 0.13864
267/400 [===================>..........] - ETA: 1:16 - loss: 0.2676 - dice_coefficient: 0.8256
Epoch 10: loss did not improve from 0.13864
268/400 [===================>..........] - ETA: 1:15 - loss: 0.2670 - dice_coefficient: 0.8260
Epoch 10: loss did not improve from 0.13864
269/400 [===================>..........] - ETA: 1:15 - loss: 0.2667 - dice_coefficient: 0.8262
Epoch 10: loss did not improve from 0.13864
270/400 [===================>..........] - ETA: 1:14 - loss: 0.2672 - dice_coefficient: 0.8257
Epoch 10: loss did not improve from 0.13864
271/400 [===================>..........] - ETA: 1:13 - loss: 0.2669 - dice_coefficient: 0.8259
Epoch 10: loss did not improve from 0.13864
272/400 [===================>..........] - ETA: 1:13 - loss: 0.2663 - dice_coefficient: 0.8263
Epoch 10: loss did not improve from 0.13864
273/400 [===================>..........] - ETA: 1:12 - loss: 0.2660 - dice_coefficient: 0.8264
Epoch 10: loss did not improve from 0.13864
274/400 [===================>..........] - ETA: 1:12 - loss: 0.2658 - dice_coefficient: 0.8266
Epoch 10: loss did not improve from 0.13864
275/400 [===================>..........] - ETA: 1:11 - loss: 0.2654 - dice_coefficient: 0.8268
Epoch 10: loss did not improve from 0.13864
276/400 [===================>..........] - ETA: 1:11 - loss: 0.2650 - dice_coefficient: 0.8272
Epoch 10: loss did not improve from 0.13864
277/400 [===================>..........] - ETA: 1:10 - loss: 0.2644 - dice_coefficient: 0.8275
Epoch 10: loss did not improve from 0.13864
278/400 [===================>..........] - ETA: 1:09 - loss: 0.2642 - dice_coefficient: 0.8277
Epoch 10: loss did not improve from 0.13864
279/400 [===================>..........] - ETA: 1:09 - loss: 0.2647 - dice_coefficient: 0.8273
Epoch 10: loss did not improve from 0.13864
280/400 [====================>.........] - ETA: 1:08 - loss: 0.2671 - dice_coefficient: 0.8259
Epoch 10: loss did not improve from 0.13864
281/400 [====================>.........] - ETA: 1:08 - loss: 0.2672 - dice_coefficient: 0.8262
Epoch 10: loss did not improve from 0.13864
282/400 [====================>.........] - ETA: 1:07 - loss: 0.2669 - dice_coefficient: 0.8264
Epoch 10: loss did not improve from 0.13864
283/400 [====================>.........] - ETA: 1:07 - loss: 0.2664 - dice_coefficient: 0.8266
Epoch 10: loss did not improve from 0.13864
284/400 [====================>.........] - ETA: 1:06 - loss: 0.2663 - dice_coefficient: 0.8267
Epoch 10: loss did not improve from 0.13864
285/400 [====================>.........] - ETA: 1:05 - loss: 0.2665 - dice_coefficient: 0.8266
Epoch 10: loss did not improve from 0.13864
286/400 [====================>.........] - ETA: 1:05 - loss: 0.2659 - dice_coefficient: 0.8270
Epoch 10: loss did not improve from 0.13864
287/400 [====================>.........] - ETA: 1:04 - loss: 0.2656 - dice_coefficient: 0.8271
Epoch 10: loss did not improve from 0.13864
288/400 [====================>.........] - ETA: 1:04 - loss: 0.2652 - dice_coefficient: 0.8273
Epoch 10: loss did not improve from 0.13864
289/400 [====================>.........] - ETA: 1:03 - loss: 0.2646 - dice_coefficient: 0.8277
Epoch 10: loss did not improve from 0.13864
290/400 [====================>.........] - ETA: 1:02 - loss: 0.2645 - dice_coefficient: 0.8279
Epoch 10: loss did not improve from 0.13864
291/400 [====================>.........] - ETA: 1:02 - loss: 0.2646 - dice_coefficient: 0.8279
Epoch 10: loss did not improve from 0.13864
292/400 [====================>.........] - ETA: 1:01 - loss: 0.2645 - dice_coefficient: 0.8280
Epoch 10: loss did not improve from 0.13864
293/400 [====================>.........] - ETA: 1:01 - loss: 0.2644 - dice_coefficient: 0.8279
Epoch 10: loss did not improve from 0.13864
294/400 [=====================>........] - ETA: 1:00 - loss: 0.2657 - dice_coefficient: 0.8269
Epoch 10: loss did not improve from 0.13864
295/400 [=====================>........] - ETA: 1:00 - loss: 0.2656 - dice_coefficient: 0.8268
Epoch 10: loss did not improve from 0.13864
296/400 [=====================>........] - ETA: 59s - loss: 0.2695 - dice_coefficient: 0.8249 
Epoch 10: loss did not improve from 0.13864
297/400 [=====================>........] - ETA: 59s - loss: 0.2696 - dice_coefficient: 0.8249
Epoch 10: loss did not improve from 0.13864
298/400 [=====================>........] - ETA: 58s - loss: 0.2689 - dice_coefficient: 0.8253
Epoch 10: loss did not improve from 0.13864
299/400 [=====================>........] - ETA: 57s - loss: 0.2687 - dice_coefficient: 0.8253
Epoch 10: loss did not improve from 0.13864
300/400 [=====================>........] - ETA: 57s - loss: 0.2687 - dice_coefficient: 0.8255
Epoch 10: loss did not improve from 0.13864
301/400 [=====================>........] - ETA: 56s - loss: 0.2686 - dice_coefficient: 0.8257
Epoch 10: loss did not improve from 0.13864
302/400 [=====================>........] - ETA: 56s - loss: 0.2685 - dice_coefficient: 0.8258
Epoch 10: loss did not improve from 0.13864
303/400 [=====================>........] - ETA: 55s - loss: 0.2681 - dice_coefficient: 0.8261
Epoch 10: loss did not improve from 0.13864
304/400 [=====================>........] - ETA: 54s - loss: 0.2678 - dice_coefficient: 0.8262
Epoch 10: loss did not improve from 0.13864
305/400 [=====================>........] - ETA: 54s - loss: 0.2678 - dice_coefficient: 0.8262
Epoch 10: loss did not improve from 0.13864
306/400 [=====================>........] - ETA: 53s - loss: 0.2673 - dice_coefficient: 0.8266
Epoch 10: loss did not improve from 0.13864
307/400 [======================>.......] - ETA: 53s - loss: 0.2671 - dice_coefficient: 0.8267
Epoch 10: loss did not improve from 0.13864
308/400 [======================>.......] - ETA: 52s - loss: 0.2670 - dice_coefficient: 0.8267
Epoch 10: loss did not improve from 0.13864
309/400 [======================>.......] - ETA: 52s - loss: 0.2668 - dice_coefficient: 0.8269
Epoch 10: loss did not improve from 0.13864
310/400 [======================>.......] - ETA: 51s - loss: 0.2667 - dice_coefficient: 0.8268
Epoch 10: loss did not improve from 0.13864
311/400 [======================>.......] - ETA: 50s - loss: 0.2666 - dice_coefficient: 0.8268
Epoch 10: loss did not improve from 0.13864
312/400 [======================>.......] - ETA: 50s - loss: 0.2665 - dice_coefficient: 0.8268
Epoch 10: loss did not improve from 0.13864
313/400 [======================>.......] - ETA: 49s - loss: 0.2658 - dice_coefficient: 0.8272
Epoch 10: loss did not improve from 0.13864
314/400 [======================>.......] - ETA: 49s - loss: 0.2663 - dice_coefficient: 0.8267
Epoch 10: loss did not improve from 0.13864
315/400 [======================>.......] - ETA: 48s - loss: 0.2662 - dice_coefficient: 0.8267
Epoch 10: loss did not improve from 0.13864
316/400 [======================>.......] - ETA: 48s - loss: 0.2659 - dice_coefficient: 0.8269
Epoch 10: loss did not improve from 0.13864
317/400 [======================>.......] - ETA: 47s - loss: 0.2654 - dice_coefficient: 0.8272
Epoch 10: loss did not improve from 0.13864
318/400 [======================>.......] - ETA: 46s - loss: 0.2651 - dice_coefficient: 0.8274
Epoch 10: loss did not improve from 0.13864
319/400 [======================>.......] - ETA: 46s - loss: 0.2652 - dice_coefficient: 0.8272
Epoch 10: loss did not improve from 0.13864
320/400 [=======================>......] - ETA: 45s - loss: 0.2647 - dice_coefficient: 0.8275
Epoch 10: loss did not improve from 0.13864
321/400 [=======================>......] - ETA: 45s - loss: 0.2643 - dice_coefficient: 0.8278
Epoch 10: loss did not improve from 0.13864
322/400 [=======================>......] - ETA: 44s - loss: 0.2645 - dice_coefficient: 0.8275
Epoch 10: loss did not improve from 0.13864
323/400 [=======================>......] - ETA: 44s - loss: 0.2645 - dice_coefficient: 0.8274
Epoch 10: loss did not improve from 0.13864
324/400 [=======================>......] - ETA: 43s - loss: 0.2643 - dice_coefficient: 0.8277
Epoch 10: loss did not improve from 0.13864
325/400 [=======================>......] - ETA: 42s - loss: 0.2654 - dice_coefficient: 0.8269
Epoch 10: loss did not improve from 0.13864
326/400 [=======================>......] - ETA: 42s - loss: 0.2654 - dice_coefficient: 0.8268
Epoch 10: loss did not improve from 0.13864
327/400 [=======================>......] - ETA: 41s - loss: 0.2653 - dice_coefficient: 0.8269
Epoch 10: loss did not improve from 0.13864
328/400 [=======================>......] - ETA: 41s - loss: 0.2650 - dice_coefficient: 0.8272
Epoch 10: loss did not improve from 0.13864
329/400 [=======================>......] - ETA: 40s - loss: 0.2652 - dice_coefficient: 0.8272
Epoch 10: loss did not improve from 0.13864
330/400 [=======================>......] - ETA: 40s - loss: 0.2648 - dice_coefficient: 0.8276
Epoch 10: loss did not improve from 0.13864
331/400 [=======================>......] - ETA: 39s - loss: 0.2649 - dice_coefficient: 0.8275
Epoch 10: loss did not improve from 0.13864
332/400 [=======================>......] - ETA: 39s - loss: 0.3131 - dice_coefficient: 0.8250
Epoch 10: loss did not improve from 0.13864
333/400 [=======================>......] - ETA: 38s - loss: 0.3127 - dice_coefficient: 0.8251
Epoch 10: loss did not improve from 0.13864
334/400 [========================>.....] - ETA: 37s - loss: 0.3123 - dice_coefficient: 0.8253
Epoch 10: loss did not improve from 0.13864
335/400 [========================>.....] - ETA: 37s - loss: 0.3122 - dice_coefficient: 0.8252
Epoch 10: loss did not improve from 0.13864
336/400 [========================>.....] - ETA: 36s - loss: 0.3116 - dice_coefficient: 0.8255
Epoch 10: loss did not improve from 0.13864
337/400 [========================>.....] - ETA: 36s - loss: 0.3140 - dice_coefficient: 0.8241
Epoch 10: loss did not improve from 0.13864
338/400 [========================>.....] - ETA: 35s - loss: 0.3134 - dice_coefficient: 0.8244
Epoch 10: loss did not improve from 0.13864
339/400 [========================>.....] - ETA: 34s - loss: 0.3130 - dice_coefficient: 0.8246
Epoch 10: loss did not improve from 0.13864
340/400 [========================>.....] - ETA: 34s - loss: 0.3124 - dice_coefficient: 0.8248
Epoch 10: loss did not improve from 0.13864
341/400 [========================>.....] - ETA: 33s - loss: 0.3126 - dice_coefficient: 0.8245
Epoch 10: loss did not improve from 0.13864
342/400 [========================>.....] - ETA: 33s - loss: 0.3122 - dice_coefficient: 0.8246
Epoch 10: loss did not improve from 0.13864
343/400 [========================>.....] - ETA: 32s - loss: 0.3116 - dice_coefficient: 0.8250
Epoch 10: loss did not improve from 0.13864
344/400 [========================>.....] - ETA: 32s - loss: 0.3111 - dice_coefficient: 0.8253
Epoch 10: loss did not improve from 0.13864
345/400 [========================>.....] - ETA: 31s - loss: 0.3105 - dice_coefficient: 0.8256
Epoch 10: loss did not improve from 0.13864
346/400 [========================>.....] - ETA: 30s - loss: 0.3100 - dice_coefficient: 0.8259
Epoch 10: loss did not improve from 0.13864
347/400 [=========================>....] - ETA: 30s - loss: 0.3094 - dice_coefficient: 0.8262
Epoch 10: loss did not improve from 0.13864
348/400 [=========================>....] - ETA: 29s - loss: 0.3096 - dice_coefficient: 0.8260
Epoch 10: loss did not improve from 0.13864
349/400 [=========================>....] - ETA: 29s - loss: 0.3092 - dice_coefficient: 0.8262
Epoch 10: loss did not improve from 0.13864
350/400 [=========================>....] - ETA: 28s - loss: 0.3098 - dice_coefficient: 0.8257
Epoch 10: loss did not improve from 0.13864
351/400 [=========================>....] - ETA: 28s - loss: 0.3094 - dice_coefficient: 0.8259
Epoch 10: loss did not improve from 0.13864
352/400 [=========================>....] - ETA: 27s - loss: 0.3091 - dice_coefficient: 0.8259
Epoch 10: loss did not improve from 0.13864
353/400 [=========================>....] - ETA: 26s - loss: 0.3085 - dice_coefficient: 0.8262
Epoch 10: loss did not improve from 0.13864
354/400 [=========================>....] - ETA: 26s - loss: 0.3079 - dice_coefficient: 0.8266
Epoch 10: loss did not improve from 0.13864
355/400 [=========================>....] - ETA: 25s - loss: 0.3078 - dice_coefficient: 0.8267
Epoch 10: loss did not improve from 0.13864
356/400 [=========================>....] - ETA: 25s - loss: 0.3072 - dice_coefficient: 0.8270
Epoch 10: loss did not improve from 0.13864
357/400 [=========================>....] - ETA: 24s - loss: 0.3069 - dice_coefficient: 0.8271
Epoch 10: loss did not improve from 0.13864
358/400 [=========================>....] - ETA: 24s - loss: 0.3063 - dice_coefficient: 0.8274
Epoch 10: loss did not improve from 0.13864
359/400 [=========================>....] - ETA: 23s - loss: 0.3060 - dice_coefficient: 0.8275
Epoch 10: loss did not improve from 0.13864
360/400 [==========================>...] - ETA: 22s - loss: 0.3057 - dice_coefficient: 0.8276
Epoch 10: loss did not improve from 0.13864
361/400 [==========================>...] - ETA: 22s - loss: 0.3057 - dice_coefficient: 0.8275
Epoch 10: loss did not improve from 0.13864
362/400 [==========================>...] - ETA: 21s - loss: 0.3057 - dice_coefficient: 0.8272
Epoch 10: loss did not improve from 0.13864
363/400 [==========================>...] - ETA: 21s - loss: 0.3052 - dice_coefficient: 0.8274
Epoch 10: loss did not improve from 0.13864
364/400 [==========================>...] - ETA: 20s - loss: 0.3049 - dice_coefficient: 0.8277
Epoch 10: loss did not improve from 0.13864
365/400 [==========================>...] - ETA: 20s - loss: 0.3045 - dice_coefficient: 0.8280
Epoch 10: loss did not improve from 0.13864
366/400 [==========================>...] - ETA: 19s - loss: 0.3048 - dice_coefficient: 0.8278
Epoch 10: loss did not improve from 0.13864
367/400 [==========================>...] - ETA: 18s - loss: 0.3048 - dice_coefficient: 0.8276
Epoch 10: loss did not improve from 0.13864
368/400 [==========================>...] - ETA: 18s - loss: 0.3055 - dice_coefficient: 0.8270
Epoch 10: loss did not improve from 0.13864
369/400 [==========================>...] - ETA: 17s - loss: 0.3051 - dice_coefficient: 0.8271
Epoch 10: loss did not improve from 0.13864
370/400 [==========================>...] - ETA: 17s - loss: 0.3047 - dice_coefficient: 0.8274
Epoch 10: loss did not improve from 0.13864
371/400 [==========================>...] - ETA: 16s - loss: 0.3041 - dice_coefficient: 0.8277
Epoch 10: loss did not improve from 0.13864
372/400 [==========================>...] - ETA: 16s - loss: 0.3035 - dice_coefficient: 0.8280
Epoch 10: loss did not improve from 0.13864
373/400 [==========================>...] - ETA: 15s - loss: 0.3031 - dice_coefficient: 0.8283
Epoch 10: loss did not improve from 0.13864
374/400 [===========================>..] - ETA: 14s - loss: 0.3028 - dice_coefficient: 0.8284
Epoch 10: loss did not improve from 0.13864
375/400 [===========================>..] - ETA: 14s - loss: 0.3027 - dice_coefficient: 0.8282
Epoch 10: loss did not improve from 0.13864
376/400 [===========================>..] - ETA: 13s - loss: 0.3021 - dice_coefficient: 0.8286
Epoch 10: loss did not improve from 0.13864
377/400 [===========================>..] - ETA: 13s - loss: 0.3020 - dice_coefficient: 0.8286
Epoch 10: loss did not improve from 0.13864
378/400 [===========================>..] - ETA: 12s - loss: 0.3016 - dice_coefficient: 0.8288
Epoch 10: loss did not improve from 0.13864
379/400 [===========================>..] - ETA: 12s - loss: 0.3014 - dice_coefficient: 0.8288
Epoch 10: loss did not improve from 0.13864
380/400 [===========================>..] - ETA: 11s - loss: 0.3012 - dice_coefficient: 0.8290
Epoch 10: loss did not improve from 0.13864
381/400 [===========================>..] - ETA: 10s - loss: 0.3008 - dice_coefficient: 0.8293
Epoch 10: loss did not improve from 0.13864
382/400 [===========================>..] - ETA: 10s - loss: 0.3002 - dice_coefficient: 0.8296
Epoch 10: loss did not improve from 0.13864
383/400 [===========================>..] - ETA: 9s - loss: 0.3001 - dice_coefficient: 0.8295 
Epoch 10: loss did not improve from 0.13864
384/400 [===========================>..] - ETA: 9s - loss: 0.2996 - dice_coefficient: 0.8297
Epoch 10: loss did not improve from 0.13864
385/400 [===========================>..] - ETA: 8s - loss: 0.2991 - dice_coefficient: 0.8300
Epoch 10: loss did not improve from 0.13864
386/400 [===========================>..] - ETA: 8s - loss: 0.2992 - dice_coefficient: 0.8297
Epoch 10: loss did not improve from 0.13864
387/400 [============================>.] - ETA: 7s - loss: 0.2990 - dice_coefficient: 0.8297
Epoch 10: loss did not improve from 0.13864
388/400 [============================>.] - ETA: 6s - loss: 0.2988 - dice_coefficient: 0.8297
Epoch 10: loss did not improve from 0.13864
389/400 [============================>.] - ETA: 6s - loss: 0.2988 - dice_coefficient: 0.8295
Epoch 10: loss did not improve from 0.13864
390/400 [============================>.] - ETA: 5s - loss: 0.2995 - dice_coefficient: 0.8289
Epoch 10: loss did not improve from 0.13864
391/400 [============================>.] - ETA: 5s - loss: 0.2991 - dice_coefficient: 0.8291
Epoch 10: loss did not improve from 0.13864
392/400 [============================>.] - ETA: 4s - loss: 0.2988 - dice_coefficient: 0.8292
Epoch 10: loss did not improve from 0.13864
393/400 [============================>.] - ETA: 4s - loss: 0.2984 - dice_coefficient: 0.8293
Epoch 10: loss did not improve from 0.13864
394/400 [============================>.] - ETA: 3s - loss: 0.2984 - dice_coefficient: 0.8292
Epoch 10: loss did not improve from 0.13864
395/400 [============================>.] - ETA: 2s - loss: 0.2981 - dice_coefficient: 0.8294
Epoch 10: loss did not improve from 0.13864
396/400 [============================>.] - ETA: 2s - loss: 0.2977 - dice_coefficient: 0.8295
Epoch 10: loss did not improve from 0.13864
397/400 [============================>.] - ETA: 1s - loss: 0.2973 - dice_coefficient: 0.8298
Epoch 10: loss did not improve from 0.13864
398/400 [============================>.] - ETA: 1s - loss: 0.2969 - dice_coefficient: 0.8300
Epoch 10: loss did not improve from 0.13864
399/400 [============================>.] - ETA: 0s - loss: 0.2968 - dice_coefficient: 0.8301
Epoch 10: loss did not improve from 0.13864
400/400 [==============================] - 230s 576ms/step - loss: 0.2966 - dice_coefficient: 0.8302 - val_loss: 0.7970 - val_dice_coefficient: 0.5954 - lr: 1.0000e-04
Epoch 11/30

Epoch 11: loss improved from 0.13864 to 0.10766, saving model to model-0.11.h5
  1/400 [..............................] - ETA: 4:46 - loss: 0.1077 - dice_coefficient: 0.9351
Epoch 11: loss did not improve from 0.10766
  2/400 [..............................] - ETA: 3:45 - loss: 0.1179 - dice_coefficient: 0.9366
Epoch 11: loss did not improve from 0.10766
  3/400 [..............................] - ETA: 3:46 - loss: 0.1354 - dice_coefficient: 0.9302
Epoch 11: loss did not improve from 0.10766
  4/400 [..............................] - ETA: 3:47 - loss: 0.1277 - dice_coefficient: 0.9319
Epoch 11: loss did not improve from 0.10766
  5/400 [..............................] - ETA: 3:46 - loss: 0.1379 - dice_coefficient: 0.9321
Epoch 11: loss did not improve from 0.10766
  6/400 [..............................] - ETA: 3:45 - loss: 0.1357 - dice_coefficient: 0.9350
Epoch 11: loss did not improve from 0.10766
  7/400 [..............................] - ETA: 3:45 - loss: 0.1519 - dice_coefficient: 0.9235
Epoch 11: loss did not improve from 0.10766
  8/400 [..............................] - ETA: 3:45 - loss: 0.1662 - dice_coefficient: 0.9090
Epoch 11: loss did not improve from 0.10766
  9/400 [..............................] - ETA: 3:46 - loss: 0.1728 - dice_coefficient: 0.9066
Epoch 11: loss did not improve from 0.10766
 10/400 [..............................] - ETA: 3:48 - loss: 0.1750 - dice_coefficient: 0.9018
Epoch 11: loss did not improve from 0.10766
 11/400 [..............................] - ETA: 3:48 - loss: 0.1678 - dice_coefficient: 0.9069
Epoch 11: loss did not improve from 0.10766
 12/400 [..............................] - ETA: 3:47 - loss: 0.1684 - dice_coefficient: 0.9051
Epoch 11: loss did not improve from 0.10766
 13/400 [..............................] - ETA: 3:46 - loss: 0.1629 - dice_coefficient: 0.9077
Epoch 11: loss did not improve from 0.10766
 14/400 [>.............................] - ETA: 3:45 - loss: 0.1714 - dice_coefficient: 0.9029
Epoch 11: loss did not improve from 0.10766
 15/400 [>.............................] - ETA: 3:44 - loss: 0.1802 - dice_coefficient: 0.8969
Epoch 11: loss did not improve from 0.10766
 16/400 [>.............................] - ETA: 3:43 - loss: 0.1929 - dice_coefficient: 0.8845
Epoch 11: loss did not improve from 0.10766
 17/400 [>.............................] - ETA: 3:42 - loss: 0.1957 - dice_coefficient: 0.8828
Epoch 11: loss did not improve from 0.10766
 18/400 [>.............................] - ETA: 3:42 - loss: 0.1976 - dice_coefficient: 0.8799
Epoch 11: loss did not improve from 0.10766
 19/400 [>.............................] - ETA: 3:41 - loss: 0.1933 - dice_coefficient: 0.8831
Epoch 11: loss did not improve from 0.10766
 20/400 [>.............................] - ETA: 3:40 - loss: 0.1938 - dice_coefficient: 0.8805
Epoch 11: loss did not improve from 0.10766
 21/400 [>.............................] - ETA: 3:39 - loss: 0.1910 - dice_coefficient: 0.8836
Epoch 11: loss did not improve from 0.10766
 22/400 [>.............................] - ETA: 3:39 - loss: 0.1924 - dice_coefficient: 0.8823
Epoch 11: loss did not improve from 0.10766
 23/400 [>.............................] - ETA: 3:38 - loss: 0.1880 - dice_coefficient: 0.8845
Epoch 11: loss did not improve from 0.10766
 24/400 [>.............................] - ETA: 3:37 - loss: 0.1880 - dice_coefficient: 0.8831
Epoch 11: loss did not improve from 0.10766
 25/400 [>.............................] - ETA: 3:36 - loss: 0.1869 - dice_coefficient: 0.8839
Epoch 11: loss did not improve from 0.10766
 26/400 [>.............................] - ETA: 3:36 - loss: 0.2063 - dice_coefficient: 0.8702
Epoch 11: loss did not improve from 0.10766
 27/400 [=>............................] - ETA: 3:35 - loss: 0.2052 - dice_coefficient: 0.8705
Epoch 11: loss did not improve from 0.10766
 28/400 [=>............................] - ETA: 3:34 - loss: 0.2035 - dice_coefficient: 0.8723
Epoch 11: loss did not improve from 0.10766
 29/400 [=>............................] - ETA: 3:34 - loss: 0.2098 - dice_coefficient: 0.8684
Epoch 11: loss did not improve from 0.10766
 30/400 [=>............................] - ETA: 3:33 - loss: 0.2111 - dice_coefficient: 0.8673
Epoch 11: loss did not improve from 0.10766
 31/400 [=>............................] - ETA: 3:32 - loss: 0.2092 - dice_coefficient: 0.8683
Epoch 11: loss did not improve from 0.10766
 32/400 [=>............................] - ETA: 3:32 - loss: 0.2137 - dice_coefficient: 0.8637
Epoch 11: loss did not improve from 0.10766
 33/400 [=>............................] - ETA: 3:31 - loss: 0.2126 - dice_coefficient: 0.8632
Epoch 11: loss did not improve from 0.10766
 34/400 [=>............................] - ETA: 3:31 - loss: 0.2114 - dice_coefficient: 0.8649
Epoch 11: loss did not improve from 0.10766
 35/400 [=>............................] - ETA: 3:30 - loss: 0.2089 - dice_coefficient: 0.8670
Epoch 11: loss did not improve from 0.10766
 36/400 [=>............................] - ETA: 3:29 - loss: 0.2048 - dice_coefficient: 0.8694
Epoch 11: loss did not improve from 0.10766
 37/400 [=>............................] - ETA: 3:29 - loss: 0.2033 - dice_coefficient: 0.8704
Epoch 11: loss did not improve from 0.10766
 38/400 [=>............................] - ETA: 3:28 - loss: 0.2026 - dice_coefficient: 0.8701
Epoch 11: loss did not improve from 0.10766
 39/400 [=>............................] - ETA: 3:27 - loss: 0.2016 - dice_coefficient: 0.8709
Epoch 11: loss did not improve from 0.10766
 40/400 [==>...........................] - ETA: 3:27 - loss: 0.2010 - dice_coefficient: 0.8716
Epoch 11: loss did not improve from 0.10766
 41/400 [==>...........................] - ETA: 3:26 - loss: 0.1991 - dice_coefficient: 0.8728
Epoch 11: loss did not improve from 0.10766
 42/400 [==>...........................] - ETA: 3:26 - loss: 0.1976 - dice_coefficient: 0.8736
Epoch 11: loss did not improve from 0.10766
 43/400 [==>...........................] - ETA: 3:25 - loss: 0.2011 - dice_coefficient: 0.8715
Epoch 11: loss did not improve from 0.10766
 44/400 [==>...........................] - ETA: 3:25 - loss: 0.2111 - dice_coefficient: 0.8651
Epoch 11: loss did not improve from 0.10766
 45/400 [==>...........................] - ETA: 3:24 - loss: 0.2164 - dice_coefficient: 0.8605
Epoch 11: loss did not improve from 0.10766
 46/400 [==>...........................] - ETA: 3:23 - loss: 0.2165 - dice_coefficient: 0.8599
Epoch 11: loss did not improve from 0.10766
 47/400 [==>...........................] - ETA: 3:23 - loss: 0.2164 - dice_coefficient: 0.8593
Epoch 11: loss did not improve from 0.10766
 48/400 [==>...........................] - ETA: 3:22 - loss: 0.2150 - dice_coefficient: 0.8608
Epoch 11: loss did not improve from 0.10766
 49/400 [==>...........................] - ETA: 3:22 - loss: 0.2144 - dice_coefficient: 0.8608
Epoch 11: loss did not improve from 0.10766
 50/400 [==>...........................] - ETA: 3:21 - loss: 0.2167 - dice_coefficient: 0.8588
Epoch 11: loss did not improve from 0.10766
 51/400 [==>...........................] - ETA: 3:20 - loss: 0.2162 - dice_coefficient: 0.8594
Epoch 11: loss did not improve from 0.10766
 52/400 [==>...........................] - ETA: 3:20 - loss: 0.2144 - dice_coefficient: 0.8607
Epoch 11: loss did not improve from 0.10766
 53/400 [==>...........................] - ETA: 3:19 - loss: 0.2138 - dice_coefficient: 0.8607
Epoch 11: loss did not improve from 0.10766
 54/400 [===>..........................] - ETA: 3:18 - loss: 0.2115 - dice_coefficient: 0.8619
Epoch 11: loss did not improve from 0.10766
 55/400 [===>..........................] - ETA: 3:18 - loss: 0.2199 - dice_coefficient: 0.8565
Epoch 11: loss did not improve from 0.10766
 56/400 [===>..........................] - ETA: 3:17 - loss: 0.2187 - dice_coefficient: 0.8574
Epoch 11: loss did not improve from 0.10766
 57/400 [===>..........................] - ETA: 3:17 - loss: 0.2172 - dice_coefficient: 0.8585
Epoch 11: loss did not improve from 0.10766
 58/400 [===>..........................] - ETA: 3:16 - loss: 0.2160 - dice_coefficient: 0.8592
Epoch 11: loss did not improve from 0.10766
 59/400 [===>..........................] - ETA: 3:16 - loss: 0.2150 - dice_coefficient: 0.8602
Epoch 11: loss did not improve from 0.10766
 60/400 [===>..........................] - ETA: 3:15 - loss: 0.2146 - dice_coefficient: 0.8604
Epoch 11: loss did not improve from 0.10766
 61/400 [===>..........................] - ETA: 3:14 - loss: 0.2151 - dice_coefficient: 0.8599
Epoch 11: loss did not improve from 0.10766
 62/400 [===>..........................] - ETA: 3:14 - loss: 0.2135 - dice_coefficient: 0.8606
Epoch 11: loss did not improve from 0.10766
 63/400 [===>..........................] - ETA: 3:13 - loss: 0.2117 - dice_coefficient: 0.8620
Epoch 11: loss did not improve from 0.10766
 64/400 [===>..........................] - ETA: 3:13 - loss: 0.2102 - dice_coefficient: 0.8628
Epoch 11: loss did not improve from 0.10766
 65/400 [===>..........................] - ETA: 3:12 - loss: 0.2118 - dice_coefficient: 0.8613
Epoch 11: loss did not improve from 0.10766
 66/400 [===>..........................] - ETA: 3:12 - loss: 0.2135 - dice_coefficient: 0.8596
Epoch 11: loss did not improve from 0.10766
 67/400 [====>.........................] - ETA: 3:11 - loss: 0.2147 - dice_coefficient: 0.8585
Epoch 11: loss did not improve from 0.10766
 68/400 [====>.........................] - ETA: 3:11 - loss: 0.2154 - dice_coefficient: 0.8584
Epoch 11: loss did not improve from 0.10766
 69/400 [====>.........................] - ETA: 3:10 - loss: 0.2188 - dice_coefficient: 0.8561
Epoch 11: loss did not improve from 0.10766
 70/400 [====>.........................] - ETA: 3:09 - loss: 0.2205 - dice_coefficient: 0.8550
Epoch 11: loss did not improve from 0.10766
 71/400 [====>.........................] - ETA: 3:09 - loss: 0.2186 - dice_coefficient: 0.8564
Epoch 11: loss did not improve from 0.10766
 72/400 [====>.........................] - ETA: 3:08 - loss: 0.2215 - dice_coefficient: 0.8538
Epoch 11: loss did not improve from 0.10766
 73/400 [====>.........................] - ETA: 3:08 - loss: 0.2233 - dice_coefficient: 0.8520
Epoch 11: loss did not improve from 0.10766
 74/400 [====>.........................] - ETA: 3:07 - loss: 0.2236 - dice_coefficient: 0.8523
Epoch 11: loss did not improve from 0.10766
 75/400 [====>.........................] - ETA: 3:06 - loss: 0.2218 - dice_coefficient: 0.8534
Epoch 11: loss did not improve from 0.10766
 76/400 [====>.........................] - ETA: 3:06 - loss: 0.2215 - dice_coefficient: 0.8534
Epoch 11: loss did not improve from 0.10766
 77/400 [====>.........................] - ETA: 3:05 - loss: 0.2195 - dice_coefficient: 0.8548
Epoch 11: loss did not improve from 0.10766
 78/400 [====>.........................] - ETA: 3:05 - loss: 0.2183 - dice_coefficient: 0.8558
Epoch 11: loss did not improve from 0.10766
 79/400 [====>.........................] - ETA: 3:04 - loss: 0.2184 - dice_coefficient: 0.8556
Epoch 11: loss did not improve from 0.10766
 80/400 [=====>........................] - ETA: 3:04 - loss: 0.2173 - dice_coefficient: 0.8563
Epoch 11: loss did not improve from 0.10766
 81/400 [=====>........................] - ETA: 3:03 - loss: 0.2224 - dice_coefficient: 0.8528
Epoch 11: loss did not improve from 0.10766
 82/400 [=====>........................] - ETA: 3:02 - loss: 0.2209 - dice_coefficient: 0.8539
Epoch 11: loss did not improve from 0.10766
 83/400 [=====>........................] - ETA: 3:02 - loss: 0.2210 - dice_coefficient: 0.8546
Epoch 11: loss did not improve from 0.10766
 84/400 [=====>........................] - ETA: 3:01 - loss: 0.2208 - dice_coefficient: 0.8545
Epoch 11: loss did not improve from 0.10766
 85/400 [=====>........................] - ETA: 3:01 - loss: 0.2196 - dice_coefficient: 0.8555
Epoch 11: loss did not improve from 0.10766
 86/400 [=====>........................] - ETA: 3:00 - loss: 0.2183 - dice_coefficient: 0.8562
Epoch 11: loss did not improve from 0.10766
 87/400 [=====>........................] - ETA: 2:59 - loss: 0.2182 - dice_coefficient: 0.8560
Epoch 11: loss did not improve from 0.10766
 88/400 [=====>........................] - ETA: 2:59 - loss: 0.2183 - dice_coefficient: 0.8565
Epoch 11: loss did not improve from 0.10766
 89/400 [=====>........................] - ETA: 2:58 - loss: 0.2220 - dice_coefficient: 0.8536
Epoch 11: loss did not improve from 0.10766
 90/400 [=====>........................] - ETA: 2:58 - loss: 0.2210 - dice_coefficient: 0.8541
Epoch 11: loss did not improve from 0.10766
 91/400 [=====>........................] - ETA: 2:58 - loss: 0.2196 - dice_coefficient: 0.8550
Epoch 11: loss did not improve from 0.10766
 92/400 [=====>........................] - ETA: 2:57 - loss: 0.2191 - dice_coefficient: 0.8555
Epoch 11: loss did not improve from 0.10766
 93/400 [=====>........................] - ETA: 2:56 - loss: 0.2185 - dice_coefficient: 0.8563
Epoch 11: loss did not improve from 0.10766
 94/400 [======>.......................] - ETA: 2:56 - loss: 0.2178 - dice_coefficient: 0.8565
Epoch 11: loss did not improve from 0.10766
 95/400 [======>.......................] - ETA: 2:55 - loss: 0.2178 - dice_coefficient: 0.8562
Epoch 11: loss did not improve from 0.10766
 96/400 [======>.......................] - ETA: 2:55 - loss: 0.2176 - dice_coefficient: 0.8560
Epoch 11: loss did not improve from 0.10766
 97/400 [======>.......................] - ETA: 2:54 - loss: 0.2167 - dice_coefficient: 0.8567
Epoch 11: loss did not improve from 0.10766
 98/400 [======>.......................] - ETA: 2:54 - loss: 0.2154 - dice_coefficient: 0.8576
Epoch 11: loss did not improve from 0.10766
 99/400 [======>.......................] - ETA: 2:53 - loss: 0.2180 - dice_coefficient: 0.8554
Epoch 11: loss did not improve from 0.10766
100/400 [======>.......................] - ETA: 2:52 - loss: 0.2200 - dice_coefficient: 0.8539
Epoch 11: loss did not improve from 0.10766
101/400 [======>.......................] - ETA: 2:52 - loss: 0.2199 - dice_coefficient: 0.8536
Epoch 11: loss did not improve from 0.10766
102/400 [======>.......................] - ETA: 2:51 - loss: 0.2188 - dice_coefficient: 0.8542
Epoch 11: loss did not improve from 0.10766
103/400 [======>.......................] - ETA: 2:51 - loss: 0.2194 - dice_coefficient: 0.8534
Epoch 11: loss did not improve from 0.10766
104/400 [======>.......................] - ETA: 2:50 - loss: 0.2213 - dice_coefficient: 0.8518
Epoch 11: loss did not improve from 0.10766
105/400 [======>.......................] - ETA: 2:49 - loss: 0.2207 - dice_coefficient: 0.8521
Epoch 11: loss did not improve from 0.10766
106/400 [======>.......................] - ETA: 2:49 - loss: 0.2200 - dice_coefficient: 0.8526
Epoch 11: loss did not improve from 0.10766
107/400 [=======>......................] - ETA: 2:48 - loss: 0.2192 - dice_coefficient: 0.8531
Epoch 11: loss did not improve from 0.10766
108/400 [=======>......................] - ETA: 2:48 - loss: 0.2194 - dice_coefficient: 0.8526
Epoch 11: loss did not improve from 0.10766
109/400 [=======>......................] - ETA: 2:47 - loss: 0.2209 - dice_coefficient: 0.8512
Epoch 11: loss did not improve from 0.10766
110/400 [=======>......................] - ETA: 2:46 - loss: 0.2202 - dice_coefficient: 0.8516
Epoch 11: loss did not improve from 0.10766
111/400 [=======>......................] - ETA: 2:46 - loss: 0.2217 - dice_coefficient: 0.8504
Epoch 11: loss did not improve from 0.10766
112/400 [=======>......................] - ETA: 2:45 - loss: 0.2272 - dice_coefficient: 0.8469
Epoch 11: loss did not improve from 0.10766
113/400 [=======>......................] - ETA: 2:45 - loss: 0.2257 - dice_coefficient: 0.8480
Epoch 11: loss did not improve from 0.10766
114/400 [=======>......................] - ETA: 2:44 - loss: 0.2250 - dice_coefficient: 0.8488
Epoch 11: loss did not improve from 0.10766
115/400 [=======>......................] - ETA: 2:44 - loss: 0.2239 - dice_coefficient: 0.8495
Epoch 11: loss did not improve from 0.10766
116/400 [=======>......................] - ETA: 2:43 - loss: 0.2235 - dice_coefficient: 0.8496
Epoch 11: loss did not improve from 0.10766
117/400 [=======>......................] - ETA: 2:42 - loss: 0.2263 - dice_coefficient: 0.8473
Epoch 11: loss did not improve from 0.10766
118/400 [=======>......................] - ETA: 2:42 - loss: 0.2255 - dice_coefficient: 0.8480
Epoch 11: loss did not improve from 0.10766
119/400 [=======>......................] - ETA: 2:41 - loss: 0.2260 - dice_coefficient: 0.8476
Epoch 11: loss did not improve from 0.10766
120/400 [========>.....................] - ETA: 2:41 - loss: 0.2253 - dice_coefficient: 0.8484
Epoch 11: loss did not improve from 0.10766
121/400 [========>.....................] - ETA: 2:40 - loss: 0.2248 - dice_coefficient: 0.8485
Epoch 11: loss did not improve from 0.10766
122/400 [========>.....................] - ETA: 2:39 - loss: 0.2242 - dice_coefficient: 0.8491
Epoch 11: loss did not improve from 0.10766
123/400 [========>.....................] - ETA: 2:39 - loss: 0.2233 - dice_coefficient: 0.8499
Epoch 11: loss did not improve from 0.10766
124/400 [========>.....................] - ETA: 2:38 - loss: 0.2226 - dice_coefficient: 0.8502
Epoch 11: loss did not improve from 0.10766
125/400 [========>.....................] - ETA: 2:38 - loss: 0.2236 - dice_coefficient: 0.8499
Epoch 11: loss did not improve from 0.10766
126/400 [========>.....................] - ETA: 2:37 - loss: 0.2250 - dice_coefficient: 0.8487
Epoch 11: loss did not improve from 0.10766
127/400 [========>.....................] - ETA: 2:37 - loss: 0.2254 - dice_coefficient: 0.8487
Epoch 11: loss did not improve from 0.10766
128/400 [========>.....................] - ETA: 2:36 - loss: 0.2252 - dice_coefficient: 0.8488
Epoch 11: loss did not improve from 0.10766
129/400 [========>.....................] - ETA: 2:35 - loss: 0.2248 - dice_coefficient: 0.8491
Epoch 11: loss did not improve from 0.10766
130/400 [========>.....................] - ETA: 2:35 - loss: 0.2246 - dice_coefficient: 0.8492
Epoch 11: loss did not improve from 0.10766
131/400 [========>.....................] - ETA: 2:34 - loss: 0.2238 - dice_coefficient: 0.8497
Epoch 11: loss did not improve from 0.10766
132/400 [========>.....................] - ETA: 2:34 - loss: 0.2240 - dice_coefficient: 0.8495
Epoch 11: loss did not improve from 0.10766
133/400 [========>.....................] - ETA: 2:33 - loss: 0.2235 - dice_coefficient: 0.8501
Epoch 11: loss did not improve from 0.10766
134/400 [=========>....................] - ETA: 2:32 - loss: 0.2226 - dice_coefficient: 0.8508
Epoch 11: loss did not improve from 0.10766
135/400 [=========>....................] - ETA: 2:32 - loss: 0.2231 - dice_coefficient: 0.8507
Epoch 11: loss did not improve from 0.10766
136/400 [=========>....................] - ETA: 2:31 - loss: 0.2219 - dice_coefficient: 0.8516
Epoch 11: loss did not improve from 0.10766
137/400 [=========>....................] - ETA: 2:31 - loss: 0.2220 - dice_coefficient: 0.8514
Epoch 11: loss did not improve from 0.10766
138/400 [=========>....................] - ETA: 2:30 - loss: 0.2236 - dice_coefficient: 0.8500
Epoch 11: loss did not improve from 0.10766
139/400 [=========>....................] - ETA: 2:30 - loss: 0.2245 - dice_coefficient: 0.8491
Epoch 11: loss did not improve from 0.10766
140/400 [=========>....................] - ETA: 2:29 - loss: 0.2253 - dice_coefficient: 0.8486
Epoch 11: loss did not improve from 0.10766
141/400 [=========>....................] - ETA: 2:28 - loss: 0.2261 - dice_coefficient: 0.8479
Epoch 11: loss did not improve from 0.10766
142/400 [=========>....................] - ETA: 2:28 - loss: 0.2253 - dice_coefficient: 0.8486
Epoch 11: loss did not improve from 0.10766
143/400 [=========>....................] - ETA: 2:27 - loss: 0.2247 - dice_coefficient: 0.8490
Epoch 11: loss did not improve from 0.10766
144/400 [=========>....................] - ETA: 2:27 - loss: 0.2238 - dice_coefficient: 0.8496
Epoch 11: loss did not improve from 0.10766
145/400 [=========>....................] - ETA: 2:26 - loss: 0.2236 - dice_coefficient: 0.8496
Epoch 11: loss did not improve from 0.10766
146/400 [=========>....................] - ETA: 2:26 - loss: 0.2232 - dice_coefficient: 0.8500
Epoch 11: loss did not improve from 0.10766
147/400 [==========>...................] - ETA: 2:25 - loss: 0.2233 - dice_coefficient: 0.8497
Epoch 11: loss did not improve from 0.10766
148/400 [==========>...................] - ETA: 2:24 - loss: 0.2254 - dice_coefficient: 0.8481
Epoch 11: loss did not improve from 0.10766
149/400 [==========>...................] - ETA: 2:24 - loss: 0.2246 - dice_coefficient: 0.8487
Epoch 11: loss did not improve from 0.10766
150/400 [==========>...................] - ETA: 2:23 - loss: 0.2239 - dice_coefficient: 0.8492
Epoch 11: loss did not improve from 0.10766
151/400 [==========>...................] - ETA: 2:23 - loss: 0.2238 - dice_coefficient: 0.8496
Epoch 11: loss did not improve from 0.10766
152/400 [==========>...................] - ETA: 2:22 - loss: 0.2246 - dice_coefficient: 0.8488
Epoch 11: loss did not improve from 0.10766
153/400 [==========>...................] - ETA: 2:22 - loss: 0.2240 - dice_coefficient: 0.8490
Epoch 11: loss did not improve from 0.10766
154/400 [==========>...................] - ETA: 2:21 - loss: 0.2233 - dice_coefficient: 0.8495
Epoch 11: loss did not improve from 0.10766
155/400 [==========>...................] - ETA: 2:20 - loss: 0.2227 - dice_coefficient: 0.8498
Epoch 11: loss did not improve from 0.10766
156/400 [==========>...................] - ETA: 2:20 - loss: 0.2234 - dice_coefficient: 0.8491
Epoch 11: loss did not improve from 0.10766
157/400 [==========>...................] - ETA: 2:19 - loss: 0.2234 - dice_coefficient: 0.8490
Epoch 11: loss did not improve from 0.10766
158/400 [==========>...................] - ETA: 2:19 - loss: 0.2230 - dice_coefficient: 0.8491
Epoch 11: loss did not improve from 0.10766
159/400 [==========>...................] - ETA: 2:18 - loss: 0.2232 - dice_coefficient: 0.8491
Epoch 11: loss did not improve from 0.10766
160/400 [===========>..................] - ETA: 2:18 - loss: 0.2241 - dice_coefficient: 0.8482
Epoch 11: loss did not improve from 0.10766
161/400 [===========>..................] - ETA: 2:17 - loss: 0.2276 - dice_coefficient: 0.8459
Epoch 11: loss did not improve from 0.10766
162/400 [===========>..................] - ETA: 2:16 - loss: 0.2272 - dice_coefficient: 0.8464
Epoch 11: loss did not improve from 0.10766
163/400 [===========>..................] - ETA: 2:16 - loss: 0.2265 - dice_coefficient: 0.8469
Epoch 11: loss did not improve from 0.10766
164/400 [===========>..................] - ETA: 2:15 - loss: 0.2263 - dice_coefficient: 0.8471
Epoch 11: loss did not improve from 0.10766
165/400 [===========>..................] - ETA: 2:15 - loss: 0.2262 - dice_coefficient: 0.8473
Epoch 11: loss did not improve from 0.10766
166/400 [===========>..................] - ETA: 2:14 - loss: 0.2262 - dice_coefficient: 0.8471
Epoch 11: loss did not improve from 0.10766
167/400 [===========>..................] - ETA: 2:14 - loss: 0.2260 - dice_coefficient: 0.8472
Epoch 11: loss did not improve from 0.10766
168/400 [===========>..................] - ETA: 2:13 - loss: 0.2261 - dice_coefficient: 0.8469
Epoch 11: loss did not improve from 0.10766
169/400 [===========>..................] - ETA: 2:12 - loss: 0.2279 - dice_coefficient: 0.8455
Epoch 11: loss did not improve from 0.10766
170/400 [===========>..................] - ETA: 2:12 - loss: 0.2279 - dice_coefficient: 0.8455
Epoch 11: loss did not improve from 0.10766
171/400 [===========>..................] - ETA: 2:11 - loss: 0.2274 - dice_coefficient: 0.8458
Epoch 11: loss did not improve from 0.10766
172/400 [===========>..................] - ETA: 2:11 - loss: 0.2272 - dice_coefficient: 0.8462
Epoch 11: loss did not improve from 0.10766
173/400 [===========>..................] - ETA: 2:10 - loss: 0.2269 - dice_coefficient: 0.8465
Epoch 11: loss did not improve from 0.10766
174/400 [============>.................] - ETA: 2:09 - loss: 0.2264 - dice_coefficient: 0.8468
Epoch 11: loss did not improve from 0.10766
175/400 [============>.................] - ETA: 2:09 - loss: 0.2260 - dice_coefficient: 0.8471
Epoch 11: loss did not improve from 0.10766
176/400 [============>.................] - ETA: 2:08 - loss: 0.2262 - dice_coefficient: 0.8475
Epoch 11: loss did not improve from 0.10766
177/400 [============>.................] - ETA: 2:08 - loss: 0.2259 - dice_coefficient: 0.8478
Epoch 11: loss did not improve from 0.10766
178/400 [============>.................] - ETA: 2:07 - loss: 0.2255 - dice_coefficient: 0.8482
Epoch 11: loss did not improve from 0.10766
179/400 [============>.................] - ETA: 2:07 - loss: 0.2254 - dice_coefficient: 0.8482
Epoch 11: loss did not improve from 0.10766
180/400 [============>.................] - ETA: 2:06 - loss: 0.2247 - dice_coefficient: 0.8487
Epoch 11: loss did not improve from 0.10766
181/400 [============>.................] - ETA: 2:05 - loss: 0.2239 - dice_coefficient: 0.8493
Epoch 11: loss did not improve from 0.10766
182/400 [============>.................] - ETA: 2:05 - loss: 0.2232 - dice_coefficient: 0.8498
Epoch 11: loss did not improve from 0.10766
183/400 [============>.................] - ETA: 2:04 - loss: 0.2236 - dice_coefficient: 0.8495
Epoch 11: loss did not improve from 0.10766
184/400 [============>.................] - ETA: 2:04 - loss: 0.2229 - dice_coefficient: 0.8499
Epoch 11: loss did not improve from 0.10766
185/400 [============>.................] - ETA: 2:03 - loss: 0.2229 - dice_coefficient: 0.8499
Epoch 11: loss did not improve from 0.10766
186/400 [============>.................] - ETA: 2:03 - loss: 0.2227 - dice_coefficient: 0.8503
Epoch 11: loss did not improve from 0.10766
187/400 [=============>................] - ETA: 2:02 - loss: 0.2225 - dice_coefficient: 0.8507
Epoch 11: loss did not improve from 0.10766
188/400 [=============>................] - ETA: 2:01 - loss: 0.2216 - dice_coefficient: 0.8513
Epoch 11: loss did not improve from 0.10766
189/400 [=============>................] - ETA: 2:01 - loss: 0.2214 - dice_coefficient: 0.8514
Epoch 11: loss did not improve from 0.10766
190/400 [=============>................] - ETA: 2:00 - loss: 0.2211 - dice_coefficient: 0.8517
Epoch 11: loss did not improve from 0.10766
191/400 [=============>................] - ETA: 2:00 - loss: 0.2209 - dice_coefficient: 0.8519
Epoch 11: loss did not improve from 0.10766
192/400 [=============>................] - ETA: 1:59 - loss: 0.2206 - dice_coefficient: 0.8520
Epoch 11: loss did not improve from 0.10766
193/400 [=============>................] - ETA: 1:59 - loss: 0.2199 - dice_coefficient: 0.8525
Epoch 11: loss did not improve from 0.10766
194/400 [=============>................] - ETA: 1:58 - loss: 0.2200 - dice_coefficient: 0.8526
Epoch 11: loss did not improve from 0.10766
195/400 [=============>................] - ETA: 1:57 - loss: 0.2228 - dice_coefficient: 0.8506
Epoch 11: loss did not improve from 0.10766
196/400 [=============>................] - ETA: 1:57 - loss: 0.2224 - dice_coefficient: 0.8509
Epoch 11: loss did not improve from 0.10766
197/400 [=============>................] - ETA: 1:56 - loss: 0.2218 - dice_coefficient: 0.8512
Epoch 11: loss did not improve from 0.10766
198/400 [=============>................] - ETA: 1:56 - loss: 0.2214 - dice_coefficient: 0.8516
Epoch 11: loss did not improve from 0.10766
199/400 [=============>................] - ETA: 1:55 - loss: 0.2231 - dice_coefficient: 0.8503
Epoch 11: loss did not improve from 0.10766
200/400 [==============>...............] - ETA: 1:54 - loss: 0.3033 - dice_coefficient: 0.8460
Epoch 11: loss did not improve from 0.10766
201/400 [==============>...............] - ETA: 1:54 - loss: 0.3030 - dice_coefficient: 0.8458
Epoch 11: loss did not improve from 0.10766
202/400 [==============>...............] - ETA: 1:53 - loss: 0.3027 - dice_coefficient: 0.8458
Epoch 11: loss did not improve from 0.10766
203/400 [==============>...............] - ETA: 1:53 - loss: 0.3023 - dice_coefficient: 0.8461
Epoch 11: loss did not improve from 0.10766
204/400 [==============>...............] - ETA: 1:52 - loss: 0.3017 - dice_coefficient: 0.8463
Epoch 11: loss did not improve from 0.10766
205/400 [==============>...............] - ETA: 1:52 - loss: 0.3009 - dice_coefficient: 0.8467
Epoch 11: loss did not improve from 0.10766
206/400 [==============>...............] - ETA: 1:51 - loss: 0.2999 - dice_coefficient: 0.8473
Epoch 11: loss did not improve from 0.10766
207/400 [==============>...............] - ETA: 1:50 - loss: 0.2988 - dice_coefficient: 0.8477
Epoch 11: loss did not improve from 0.10766
208/400 [==============>...............] - ETA: 1:50 - loss: 0.2979 - dice_coefficient: 0.8482
Epoch 11: loss did not improve from 0.10766
209/400 [==============>...............] - ETA: 1:49 - loss: 0.2971 - dice_coefficient: 0.8485
Epoch 11: loss did not improve from 0.10766
210/400 [==============>...............] - ETA: 1:49 - loss: 0.2971 - dice_coefficient: 0.8486
Epoch 11: loss did not improve from 0.10766
211/400 [==============>...............] - ETA: 1:48 - loss: 0.2962 - dice_coefficient: 0.8491
Epoch 11: loss did not improve from 0.10766
212/400 [==============>...............] - ETA: 1:48 - loss: 0.2957 - dice_coefficient: 0.8492
Epoch 11: loss did not improve from 0.10766
213/400 [==============>...............] - ETA: 1:47 - loss: 0.2950 - dice_coefficient: 0.8493
Epoch 11: loss did not improve from 0.10766
214/400 [===============>..............] - ETA: 1:46 - loss: 0.2957 - dice_coefficient: 0.8493
Epoch 11: loss did not improve from 0.10766
215/400 [===============>..............] - ETA: 1:46 - loss: 0.2959 - dice_coefficient: 0.8488
Epoch 11: loss did not improve from 0.10766
216/400 [===============>..............] - ETA: 1:45 - loss: 0.2950 - dice_coefficient: 0.8491
Epoch 11: loss did not improve from 0.10766
217/400 [===============>..............] - ETA: 1:45 - loss: 0.2944 - dice_coefficient: 0.8493
Epoch 11: loss did not improve from 0.10766
218/400 [===============>..............] - ETA: 1:44 - loss: 0.2940 - dice_coefficient: 0.8493
Epoch 11: loss did not improve from 0.10766
219/400 [===============>..............] - ETA: 1:43 - loss: 0.2933 - dice_coefficient: 0.8495
Epoch 11: loss did not improve from 0.10766
220/400 [===============>..............] - ETA: 1:43 - loss: 0.2930 - dice_coefficient: 0.8494
Epoch 11: loss did not improve from 0.10766
221/400 [===============>..............] - ETA: 1:42 - loss: 0.2925 - dice_coefficient: 0.8498
Epoch 11: loss did not improve from 0.10766
222/400 [===============>..............] - ETA: 1:42 - loss: 0.2921 - dice_coefficient: 0.8498
Epoch 11: loss did not improve from 0.10766
223/400 [===============>..............] - ETA: 1:41 - loss: 0.2914 - dice_coefficient: 0.8499
Epoch 11: loss did not improve from 0.10766
224/400 [===============>..............] - ETA: 1:41 - loss: 0.2910 - dice_coefficient: 0.8499
Epoch 11: loss did not improve from 0.10766
225/400 [===============>..............] - ETA: 1:40 - loss: 0.2911 - dice_coefficient: 0.8499
Epoch 11: loss did not improve from 0.10766
226/400 [===============>..............] - ETA: 1:39 - loss: 0.2903 - dice_coefficient: 0.8502
Epoch 11: loss did not improve from 0.10766
227/400 [================>.............] - ETA: 1:39 - loss: 0.2898 - dice_coefficient: 0.8503
Epoch 11: loss did not improve from 0.10766
228/400 [================>.............] - ETA: 1:38 - loss: 0.2889 - dice_coefficient: 0.8508
Epoch 11: loss did not improve from 0.10766
229/400 [================>.............] - ETA: 1:38 - loss: 0.2887 - dice_coefficient: 0.8506
Epoch 11: loss did not improve from 0.10766
230/400 [================>.............] - ETA: 1:37 - loss: 0.2881 - dice_coefficient: 0.8508
Epoch 11: loss did not improve from 0.10766
231/400 [================>.............] - ETA: 1:37 - loss: 0.2875 - dice_coefficient: 0.8509
Epoch 11: loss did not improve from 0.10766
232/400 [================>.............] - ETA: 1:36 - loss: 0.2869 - dice_coefficient: 0.8511
Epoch 11: loss did not improve from 0.10766
233/400 [================>.............] - ETA: 1:35 - loss: 0.2894 - dice_coefficient: 0.8495
Epoch 11: loss did not improve from 0.10766
234/400 [================>.............] - ETA: 1:35 - loss: 0.2890 - dice_coefficient: 0.8498
Epoch 11: loss did not improve from 0.10766
235/400 [================>.............] - ETA: 1:34 - loss: 0.2888 - dice_coefficient: 0.8497
Epoch 11: loss did not improve from 0.10766
236/400 [================>.............] - ETA: 1:34 - loss: 0.2885 - dice_coefficient: 0.8498
Epoch 11: loss did not improve from 0.10766
237/400 [================>.............] - ETA: 1:33 - loss: 0.2887 - dice_coefficient: 0.8493
Epoch 11: loss did not improve from 0.10766
238/400 [================>.............] - ETA: 1:33 - loss: 0.2883 - dice_coefficient: 0.8495
Epoch 11: loss did not improve from 0.10766
239/400 [================>.............] - ETA: 1:32 - loss: 0.2877 - dice_coefficient: 0.8497
Epoch 11: loss did not improve from 0.10766
240/400 [=================>............] - ETA: 1:31 - loss: 0.2869 - dice_coefficient: 0.8500
Epoch 11: loss did not improve from 0.10766
241/400 [=================>............] - ETA: 1:31 - loss: 0.2869 - dice_coefficient: 0.8496
Epoch 11: loss did not improve from 0.10766
242/400 [=================>............] - ETA: 1:30 - loss: 0.2869 - dice_coefficient: 0.8493
Epoch 11: loss did not improve from 0.10766
243/400 [=================>............] - ETA: 1:30 - loss: 0.2864 - dice_coefficient: 0.8496
Epoch 11: loss did not improve from 0.10766
244/400 [=================>............] - ETA: 1:29 - loss: 0.2858 - dice_coefficient: 0.8499
Epoch 11: loss did not improve from 0.10766
245/400 [=================>............] - ETA: 1:29 - loss: 0.2852 - dice_coefficient: 0.8501
Epoch 11: loss did not improve from 0.10766
246/400 [=================>............] - ETA: 1:28 - loss: 0.2848 - dice_coefficient: 0.8503
Epoch 11: loss did not improve from 0.10766
247/400 [=================>............] - ETA: 1:27 - loss: 0.2840 - dice_coefficient: 0.8507
Epoch 11: loss did not improve from 0.10766
248/400 [=================>............] - ETA: 1:27 - loss: 0.2837 - dice_coefficient: 0.8507
Epoch 11: loss did not improve from 0.10766
249/400 [=================>............] - ETA: 1:26 - loss: 0.2834 - dice_coefficient: 0.8505
Epoch 11: loss did not improve from 0.10766
250/400 [=================>............] - ETA: 1:26 - loss: 0.2830 - dice_coefficient: 0.8507
Epoch 11: loss did not improve from 0.10766
251/400 [=================>............] - ETA: 1:25 - loss: 0.2825 - dice_coefficient: 0.8510
Epoch 11: loss did not improve from 0.10766
252/400 [=================>............] - ETA: 1:25 - loss: 0.2819 - dice_coefficient: 0.8513
Epoch 11: loss did not improve from 0.10766
253/400 [=================>............] - ETA: 1:24 - loss: 0.2812 - dice_coefficient: 0.8516
Epoch 11: loss did not improve from 0.10766
254/400 [==================>...........] - ETA: 1:23 - loss: 0.2807 - dice_coefficient: 0.8518
Epoch 11: loss did not improve from 0.10766
255/400 [==================>...........] - ETA: 1:23 - loss: 0.2806 - dice_coefficient: 0.8516
Epoch 11: loss did not improve from 0.10766
256/400 [==================>...........] - ETA: 1:22 - loss: 0.2806 - dice_coefficient: 0.8514
Epoch 11: loss did not improve from 0.10766
257/400 [==================>...........] - ETA: 1:22 - loss: 0.2800 - dice_coefficient: 0.8516
Epoch 11: loss did not improve from 0.10766
258/400 [==================>...........] - ETA: 1:21 - loss: 0.2794 - dice_coefficient: 0.8519
Epoch 11: loss did not improve from 0.10766
259/400 [==================>...........] - ETA: 1:20 - loss: 0.2790 - dice_coefficient: 0.8521
Epoch 11: loss did not improve from 0.10766
260/400 [==================>...........] - ETA: 1:20 - loss: 0.2788 - dice_coefficient: 0.8520
Epoch 11: loss did not improve from 0.10766
261/400 [==================>...........] - ETA: 1:19 - loss: 0.2789 - dice_coefficient: 0.8518
Epoch 11: loss did not improve from 0.10766
262/400 [==================>...........] - ETA: 1:19 - loss: 0.2781 - dice_coefficient: 0.8521
Epoch 11: loss did not improve from 0.10766
263/400 [==================>...........] - ETA: 1:18 - loss: 0.2778 - dice_coefficient: 0.8522
Epoch 11: loss did not improve from 0.10766
264/400 [==================>...........] - ETA: 1:18 - loss: 0.2774 - dice_coefficient: 0.8523
Epoch 11: loss did not improve from 0.10766
265/400 [==================>...........] - ETA: 1:17 - loss: 0.2783 - dice_coefficient: 0.8519
Epoch 11: loss did not improve from 0.10766
266/400 [==================>...........] - ETA: 1:16 - loss: 0.2777 - dice_coefficient: 0.8521
Epoch 11: loss did not improve from 0.10766
267/400 [===================>..........] - ETA: 1:16 - loss: 0.2780 - dice_coefficient: 0.8516
Epoch 11: loss did not improve from 0.10766
268/400 [===================>..........] - ETA: 1:15 - loss: 0.2775 - dice_coefficient: 0.8519
Epoch 11: loss did not improve from 0.10766
269/400 [===================>..........] - ETA: 1:15 - loss: 0.2770 - dice_coefficient: 0.8520
Epoch 11: loss did not improve from 0.10766
270/400 [===================>..........] - ETA: 1:14 - loss: 0.2773 - dice_coefficient: 0.8522
Epoch 11: loss did not improve from 0.10766
271/400 [===================>..........] - ETA: 1:14 - loss: 0.2773 - dice_coefficient: 0.8519
Epoch 11: loss did not improve from 0.10766
272/400 [===================>..........] - ETA: 1:13 - loss: 0.2768 - dice_coefficient: 0.8521
Epoch 11: loss did not improve from 0.10766
273/400 [===================>..........] - ETA: 1:12 - loss: 0.2760 - dice_coefficient: 0.8525
Epoch 11: loss did not improve from 0.10766
274/400 [===================>..........] - ETA: 1:12 - loss: 0.2753 - dice_coefficient: 0.8528
Epoch 11: loss did not improve from 0.10766
275/400 [===================>..........] - ETA: 1:11 - loss: 0.2775 - dice_coefficient: 0.8514
Epoch 11: loss did not improve from 0.10766
276/400 [===================>..........] - ETA: 1:11 - loss: 0.2767 - dice_coefficient: 0.8517
Epoch 11: loss did not improve from 0.10766
277/400 [===================>..........] - ETA: 1:10 - loss: 0.2773 - dice_coefficient: 0.8511
Epoch 11: loss did not improve from 0.10766
278/400 [===================>..........] - ETA: 1:10 - loss: 0.2766 - dice_coefficient: 0.8514
Epoch 11: loss did not improve from 0.10766
279/400 [===================>..........] - ETA: 1:09 - loss: 0.2761 - dice_coefficient: 0.8517
Epoch 11: loss did not improve from 0.10766
280/400 [====================>.........] - ETA: 1:08 - loss: 0.2762 - dice_coefficient: 0.8514
Epoch 11: loss did not improve from 0.10766
281/400 [====================>.........] - ETA: 1:08 - loss: 0.2763 - dice_coefficient: 0.8512
Epoch 11: loss did not improve from 0.10766
282/400 [====================>.........] - ETA: 1:07 - loss: 0.2768 - dice_coefficient: 0.8506
Epoch 11: loss did not improve from 0.10766
283/400 [====================>.........] - ETA: 1:07 - loss: 0.2762 - dice_coefficient: 0.8509
Epoch 11: loss did not improve from 0.10766
284/400 [====================>.........] - ETA: 1:06 - loss: 0.2759 - dice_coefficient: 0.8509
Epoch 11: loss did not improve from 0.10766
285/400 [====================>.........] - ETA: 1:06 - loss: 0.2756 - dice_coefficient: 0.8511
Epoch 11: loss did not improve from 0.10766
286/400 [====================>.........] - ETA: 1:05 - loss: 0.2750 - dice_coefficient: 0.8514
Epoch 11: loss did not improve from 0.10766
287/400 [====================>.........] - ETA: 1:04 - loss: 0.2744 - dice_coefficient: 0.8516
Epoch 11: loss did not improve from 0.10766
288/400 [====================>.........] - ETA: 1:04 - loss: 0.2752 - dice_coefficient: 0.8508
Epoch 11: loss did not improve from 0.10766
289/400 [====================>.........] - ETA: 1:03 - loss: 0.2747 - dice_coefficient: 0.8510
Epoch 11: loss did not improve from 0.10766
290/400 [====================>.........] - ETA: 1:03 - loss: 0.2744 - dice_coefficient: 0.8512
Epoch 11: loss did not improve from 0.10766
291/400 [====================>.........] - ETA: 1:02 - loss: 0.2739 - dice_coefficient: 0.8514
Epoch 11: loss did not improve from 0.10766
292/400 [====================>.........] - ETA: 1:02 - loss: 0.2735 - dice_coefficient: 0.8516
Epoch 11: loss did not improve from 0.10766
293/400 [====================>.........] - ETA: 1:01 - loss: 0.2751 - dice_coefficient: 0.8504
Epoch 11: loss did not improve from 0.10766
294/400 [=====================>........] - ETA: 1:00 - loss: 0.2754 - dice_coefficient: 0.8499
Epoch 11: loss did not improve from 0.10766
295/400 [=====================>........] - ETA: 1:00 - loss: 0.2771 - dice_coefficient: 0.8486
Epoch 11: loss did not improve from 0.10766
296/400 [=====================>........] - ETA: 59s - loss: 0.2767 - dice_coefficient: 0.8488 
Epoch 11: loss did not improve from 0.10766
297/400 [=====================>........] - ETA: 59s - loss: 0.2773 - dice_coefficient: 0.8481
Epoch 11: loss did not improve from 0.10766
298/400 [=====================>........] - ETA: 58s - loss: 0.2769 - dice_coefficient: 0.8484
Epoch 11: loss did not improve from 0.10766
299/400 [=====================>........] - ETA: 57s - loss: 0.2766 - dice_coefficient: 0.8486
Epoch 11: loss did not improve from 0.10766
300/400 [=====================>........] - ETA: 57s - loss: 0.2784 - dice_coefficient: 0.8474
Epoch 11: loss did not improve from 0.10766
301/400 [=====================>........] - ETA: 56s - loss: 0.2783 - dice_coefficient: 0.8473
Epoch 11: loss did not improve from 0.10766
302/400 [=====================>........] - ETA: 56s - loss: 0.2777 - dice_coefficient: 0.8476
Epoch 11: loss did not improve from 0.10766
303/400 [=====================>........] - ETA: 55s - loss: 0.2786 - dice_coefficient: 0.8467
Epoch 11: loss did not improve from 0.10766
304/400 [=====================>........] - ETA: 55s - loss: 0.2782 - dice_coefficient: 0.8470
Epoch 11: loss did not improve from 0.10766
305/400 [=====================>........] - ETA: 54s - loss: 0.2779 - dice_coefficient: 0.8470
Epoch 11: loss did not improve from 0.10766
306/400 [=====================>........] - ETA: 53s - loss: 0.2779 - dice_coefficient: 0.8468
Epoch 11: loss did not improve from 0.10766
307/400 [======================>.......] - ETA: 53s - loss: 0.2786 - dice_coefficient: 0.8461
Epoch 11: loss did not improve from 0.10766
308/400 [======================>.......] - ETA: 52s - loss: 0.2782 - dice_coefficient: 0.8463
Epoch 11: loss did not improve from 0.10766
309/400 [======================>.......] - ETA: 52s - loss: 0.2775 - dice_coefficient: 0.8467
Epoch 11: loss did not improve from 0.10766
310/400 [======================>.......] - ETA: 51s - loss: 0.2777 - dice_coefficient: 0.8463
Epoch 11: loss did not improve from 0.10766
311/400 [======================>.......] - ETA: 51s - loss: 0.2780 - dice_coefficient: 0.8460
Epoch 11: loss did not improve from 0.10766
312/400 [======================>.......] - ETA: 50s - loss: 0.2778 - dice_coefficient: 0.8459
Epoch 11: loss did not improve from 0.10766
313/400 [======================>.......] - ETA: 49s - loss: 0.2774 - dice_coefficient: 0.8460
Epoch 11: loss did not improve from 0.10766
314/400 [======================>.......] - ETA: 49s - loss: 0.2771 - dice_coefficient: 0.8461
Epoch 11: loss did not improve from 0.10766
315/400 [======================>.......] - ETA: 48s - loss: 0.2766 - dice_coefficient: 0.8463
Epoch 11: loss did not improve from 0.10766
316/400 [======================>.......] - ETA: 48s - loss: 0.2761 - dice_coefficient: 0.8465
Epoch 11: loss did not improve from 0.10766
317/400 [======================>.......] - ETA: 47s - loss: 0.2757 - dice_coefficient: 0.8469
Epoch 11: loss did not improve from 0.10766
318/400 [======================>.......] - ETA: 47s - loss: 0.2753 - dice_coefficient: 0.8470
Epoch 11: loss did not improve from 0.10766
319/400 [======================>.......] - ETA: 46s - loss: 0.2751 - dice_coefficient: 0.8470
Epoch 11: loss did not improve from 0.10766
320/400 [=======================>......] - ETA: 45s - loss: 0.2755 - dice_coefficient: 0.8466
Epoch 11: loss did not improve from 0.10766
321/400 [=======================>......] - ETA: 45s - loss: 0.2756 - dice_coefficient: 0.8467
Epoch 11: loss did not improve from 0.10766
322/400 [=======================>......] - ETA: 44s - loss: 0.2763 - dice_coefficient: 0.8460
Epoch 11: loss did not improve from 0.10766
323/400 [=======================>......] - ETA: 44s - loss: 0.2759 - dice_coefficient: 0.8461
Epoch 11: loss did not improve from 0.10766
324/400 [=======================>......] - ETA: 43s - loss: 0.2757 - dice_coefficient: 0.8463
Epoch 11: loss did not improve from 0.10766
325/400 [=======================>......] - ETA: 43s - loss: 0.2753 - dice_coefficient: 0.8465
Epoch 11: loss did not improve from 0.10766
326/400 [=======================>......] - ETA: 42s - loss: 0.2747 - dice_coefficient: 0.8468
Epoch 11: loss did not improve from 0.10766
327/400 [=======================>......] - ETA: 41s - loss: 0.2745 - dice_coefficient: 0.8468
Epoch 11: loss did not improve from 0.10766
328/400 [=======================>......] - ETA: 41s - loss: 0.2786 - dice_coefficient: 0.8449
Epoch 11: loss did not improve from 0.10766
329/400 [=======================>......] - ETA: 40s - loss: 0.2783 - dice_coefficient: 0.8451
Epoch 11: loss did not improve from 0.10766
330/400 [=======================>......] - ETA: 40s - loss: 0.2781 - dice_coefficient: 0.8451
Epoch 11: loss did not improve from 0.10766
331/400 [=======================>......] - ETA: 39s - loss: 0.2792 - dice_coefficient: 0.8441
Epoch 11: loss did not improve from 0.10766
332/400 [=======================>......] - ETA: 39s - loss: 0.2796 - dice_coefficient: 0.8436
Epoch 11: loss did not improve from 0.10766
333/400 [=======================>......] - ETA: 38s - loss: 0.2792 - dice_coefficient: 0.8438
Epoch 11: loss did not improve from 0.10766
334/400 [========================>.....] - ETA: 37s - loss: 0.2790 - dice_coefficient: 0.8437
Epoch 11: loss did not improve from 0.10766
335/400 [========================>.....] - ETA: 37s - loss: 0.2785 - dice_coefficient: 0.8439
Epoch 11: loss did not improve from 0.10766
336/400 [========================>.....] - ETA: 36s - loss: 0.2781 - dice_coefficient: 0.8441
Epoch 11: loss did not improve from 0.10766
337/400 [========================>.....] - ETA: 36s - loss: 0.2780 - dice_coefficient: 0.8443
Epoch 11: loss did not improve from 0.10766
338/400 [========================>.....] - ETA: 35s - loss: 0.2776 - dice_coefficient: 0.8446
Epoch 11: loss did not improve from 0.10766
339/400 [========================>.....] - ETA: 35s - loss: 0.2774 - dice_coefficient: 0.8445
Epoch 11: loss did not improve from 0.10766
340/400 [========================>.....] - ETA: 34s - loss: 0.2780 - dice_coefficient: 0.8440
Epoch 11: loss did not improve from 0.10766
341/400 [========================>.....] - ETA: 33s - loss: 0.2775 - dice_coefficient: 0.8442
Epoch 11: loss did not improve from 0.10766
342/400 [========================>.....] - ETA: 33s - loss: 0.2775 - dice_coefficient: 0.8440
Epoch 11: loss did not improve from 0.10766
343/400 [========================>.....] - ETA: 32s - loss: 0.2770 - dice_coefficient: 0.8443
Epoch 11: loss did not improve from 0.10766
344/400 [========================>.....] - ETA: 32s - loss: 0.2763 - dice_coefficient: 0.8447
Epoch 11: loss did not improve from 0.10766
345/400 [========================>.....] - ETA: 31s - loss: 0.2761 - dice_coefficient: 0.8448
Epoch 11: loss did not improve from 0.10766
346/400 [========================>.....] - ETA: 30s - loss: 0.2762 - dice_coefficient: 0.8446
Epoch 11: loss did not improve from 0.10766
347/400 [=========================>....] - ETA: 30s - loss: 0.2761 - dice_coefficient: 0.8447
Epoch 11: loss did not improve from 0.10766
348/400 [=========================>....] - ETA: 29s - loss: 0.2763 - dice_coefficient: 0.8444
Epoch 11: loss did not improve from 0.10766
349/400 [=========================>....] - ETA: 29s - loss: 0.2758 - dice_coefficient: 0.8447
Epoch 11: loss did not improve from 0.10766
350/400 [=========================>....] - ETA: 28s - loss: 0.2754 - dice_coefficient: 0.8449
Epoch 11: loss did not improve from 0.10766
351/400 [=========================>....] - ETA: 28s - loss: 0.2750 - dice_coefficient: 0.8451
Epoch 11: loss did not improve from 0.10766
352/400 [=========================>....] - ETA: 27s - loss: 0.2746 - dice_coefficient: 0.8454
Epoch 11: loss did not improve from 0.10766
353/400 [=========================>....] - ETA: 26s - loss: 0.2744 - dice_coefficient: 0.8454
Epoch 11: loss did not improve from 0.10766
354/400 [=========================>....] - ETA: 26s - loss: 0.2741 - dice_coefficient: 0.8455
Epoch 11: loss did not improve from 0.10766
355/400 [=========================>....] - ETA: 25s - loss: 0.2740 - dice_coefficient: 0.8457
Epoch 11: loss did not improve from 0.10766
356/400 [=========================>....] - ETA: 25s - loss: 0.2734 - dice_coefficient: 0.8460
Epoch 11: loss did not improve from 0.10766
357/400 [=========================>....] - ETA: 24s - loss: 0.2736 - dice_coefficient: 0.8456
Epoch 11: loss did not improve from 0.10766
358/400 [=========================>....] - ETA: 24s - loss: 0.2732 - dice_coefficient: 0.8458
Epoch 11: loss did not improve from 0.10766
359/400 [=========================>....] - ETA: 23s - loss: 0.2736 - dice_coefficient: 0.8454
Epoch 11: loss did not improve from 0.10766
360/400 [==========================>...] - ETA: 22s - loss: 0.2732 - dice_coefficient: 0.8457
Epoch 11: loss did not improve from 0.10766
361/400 [==========================>...] - ETA: 22s - loss: 0.2727 - dice_coefficient: 0.8460
Epoch 11: loss did not improve from 0.10766
362/400 [==========================>...] - ETA: 21s - loss: 0.2723 - dice_coefficient: 0.8461
Epoch 11: loss did not improve from 0.10766
363/400 [==========================>...] - ETA: 21s - loss: 0.2719 - dice_coefficient: 0.8464
Epoch 11: loss did not improve from 0.10766
364/400 [==========================>...] - ETA: 20s - loss: 0.2724 - dice_coefficient: 0.8459
Epoch 11: loss did not improve from 0.10766
365/400 [==========================>...] - ETA: 20s - loss: 0.2720 - dice_coefficient: 0.8461
Epoch 11: loss did not improve from 0.10766
366/400 [==========================>...] - ETA: 19s - loss: 0.2725 - dice_coefficient: 0.8456
Epoch 11: loss did not improve from 0.10766
367/400 [==========================>...] - ETA: 18s - loss: 0.2724 - dice_coefficient: 0.8457
Epoch 11: loss did not improve from 0.10766
368/400 [==========================>...] - ETA: 18s - loss: 0.2723 - dice_coefficient: 0.8457
Epoch 11: loss did not improve from 0.10766
369/400 [==========================>...] - ETA: 17s - loss: 0.2722 - dice_coefficient: 0.8456
Epoch 11: loss did not improve from 0.10766
370/400 [==========================>...] - ETA: 17s - loss: 0.2720 - dice_coefficient: 0.8456
Epoch 11: loss did not improve from 0.10766
371/400 [==========================>...] - ETA: 16s - loss: 0.2720 - dice_coefficient: 0.8456
Epoch 11: loss did not improve from 0.10766
372/400 [==========================>...] - ETA: 16s - loss: 0.2715 - dice_coefficient: 0.8459
Epoch 11: loss did not improve from 0.10766
373/400 [==========================>...] - ETA: 15s - loss: 0.2714 - dice_coefficient: 0.8458
Epoch 11: loss did not improve from 0.10766
374/400 [===========================>..] - ETA: 14s - loss: 0.2710 - dice_coefficient: 0.8461
Epoch 11: loss did not improve from 0.10766
375/400 [===========================>..] - ETA: 14s - loss: 0.2706 - dice_coefficient: 0.8462
Epoch 11: loss did not improve from 0.10766
376/400 [===========================>..] - ETA: 13s - loss: 0.2702 - dice_coefficient: 0.8464
Epoch 11: loss did not improve from 0.10766
377/400 [===========================>..] - ETA: 13s - loss: 0.2701 - dice_coefficient: 0.8463
Epoch 11: loss did not improve from 0.10766
378/400 [===========================>..] - ETA: 12s - loss: 0.2698 - dice_coefficient: 0.8465
Epoch 11: loss did not improve from 0.10766
379/400 [===========================>..] - ETA: 12s - loss: 0.2699 - dice_coefficient: 0.8463
Epoch 11: loss did not improve from 0.10766
380/400 [===========================>..] - ETA: 11s - loss: 0.2700 - dice_coefficient: 0.8461
Epoch 11: loss did not improve from 0.10766
381/400 [===========================>..] - ETA: 10s - loss: 0.2694 - dice_coefficient: 0.8464
Epoch 11: loss did not improve from 0.10766
382/400 [===========================>..] - ETA: 10s - loss: 0.2690 - dice_coefficient: 0.8466
Epoch 11: loss did not improve from 0.10766
383/400 [===========================>..] - ETA: 9s - loss: 0.2688 - dice_coefficient: 0.8466 
Epoch 11: loss did not improve from 0.10766
384/400 [===========================>..] - ETA: 9s - loss: 0.2684 - dice_coefficient: 0.8469
Epoch 11: loss did not improve from 0.10766
385/400 [===========================>..] - ETA: 8s - loss: 0.2682 - dice_coefficient: 0.8470
Epoch 11: loss did not improve from 0.10766
386/400 [===========================>..] - ETA: 8s - loss: 0.2683 - dice_coefficient: 0.8467
Epoch 11: loss did not improve from 0.10766
387/400 [============================>.] - ETA: 7s - loss: 0.2685 - dice_coefficient: 0.8466
Epoch 11: loss did not improve from 0.10766
388/400 [============================>.] - ETA: 6s - loss: 0.2684 - dice_coefficient: 0.8465
Epoch 11: loss did not improve from 0.10766
389/400 [============================>.] - ETA: 6s - loss: 0.2682 - dice_coefficient: 0.8466
Epoch 11: loss did not improve from 0.10766
390/400 [============================>.] - ETA: 5s - loss: 0.2679 - dice_coefficient: 0.8467
Epoch 11: loss did not improve from 0.10766
391/400 [============================>.] - ETA: 5s - loss: 0.2675 - dice_coefficient: 0.8469
Epoch 11: loss did not improve from 0.10766
392/400 [============================>.] - ETA: 4s - loss: 0.2671 - dice_coefficient: 0.8472
Epoch 11: loss did not improve from 0.10766
393/400 [============================>.] - ETA: 4s - loss: 0.2667 - dice_coefficient: 0.8474
Epoch 11: loss did not improve from 0.10766
394/400 [============================>.] - ETA: 3s - loss: 0.2663 - dice_coefficient: 0.8475
Epoch 11: loss did not improve from 0.10766
395/400 [============================>.] - ETA: 2s - loss: 0.2663 - dice_coefficient: 0.8475
Epoch 11: loss did not improve from 0.10766
396/400 [============================>.] - ETA: 2s - loss: 0.2659 - dice_coefficient: 0.8478
Epoch 11: loss did not improve from 0.10766
397/400 [============================>.] - ETA: 1s - loss: 0.2658 - dice_coefficient: 0.8477
Epoch 11: loss did not improve from 0.10766
398/400 [============================>.] - ETA: 1s - loss: 0.2658 - dice_coefficient: 0.8475
Epoch 11: loss did not improve from 0.10766
399/400 [============================>.] - ETA: 0s - loss: 0.2653 - dice_coefficient: 0.8478
Epoch 11: loss did not improve from 0.10766
400/400 [==============================] - 231s 576ms/step - loss: 0.2650 - dice_coefficient: 0.8480 - val_loss: 0.7020 - val_dice_coefficient: 0.6281 - lr: 1.0000e-04
Epoch 12/30

Epoch 12: loss did not improve from 0.10766
  1/400 [..............................] - ETA: 3:43 - loss: 0.2587 - dice_coefficient: 0.8711
Epoch 12: loss did not improve from 0.10766
  2/400 [..............................] - ETA: 3:48 - loss: 0.2098 - dice_coefficient: 0.8675
Epoch 12: loss did not improve from 0.10766
  3/400 [..............................] - ETA: 3:49 - loss: 0.2129 - dice_coefficient: 0.8565
Epoch 12: loss did not improve from 0.10766
  4/400 [..............................] - ETA: 3:48 - loss: 0.2230 - dice_coefficient: 0.8422
Epoch 12: loss did not improve from 0.10766
  5/400 [..............................] - ETA: 3:47 - loss: 0.2238 - dice_coefficient: 0.8385
Epoch 12: loss did not improve from 0.10766
  6/400 [..............................] - ETA: 3:45 - loss: 0.2340 - dice_coefficient: 0.8336
Epoch 12: loss did not improve from 0.10766
  7/400 [..............................] - ETA: 3:45 - loss: 0.2496 - dice_coefficient: 0.8193
Epoch 12: loss did not improve from 0.10766
  8/400 [..............................] - ETA: 3:45 - loss: 0.2347 - dice_coefficient: 0.8302
Epoch 12: loss did not improve from 0.10766
  9/400 [..............................] - ETA: 3:44 - loss: 0.2199 - dice_coefficient: 0.8405
Epoch 12: loss did not improve from 0.10766
 10/400 [..............................] - ETA: 3:43 - loss: 0.2412 - dice_coefficient: 0.8256
Epoch 12: loss did not improve from 0.10766
 11/400 [..............................] - ETA: 3:43 - loss: 0.2341 - dice_coefficient: 0.8326
Epoch 12: loss did not improve from 0.10766
 12/400 [..............................] - ETA: 3:42 - loss: 0.2278 - dice_coefficient: 0.8384
Epoch 12: loss did not improve from 0.10766
 13/400 [..............................] - ETA: 3:41 - loss: 0.2200 - dice_coefficient: 0.8454
Epoch 12: loss did not improve from 0.10766
 14/400 [>.............................] - ETA: 3:41 - loss: 0.2573 - dice_coefficient: 0.8203
Epoch 12: loss did not improve from 0.10766
 15/400 [>.............................] - ETA: 3:40 - loss: 0.2505 - dice_coefficient: 0.8243
Epoch 12: loss did not improve from 0.10766
 16/400 [>.............................] - ETA: 3:40 - loss: 0.2563 - dice_coefficient: 0.8182
Epoch 12: loss did not improve from 0.10766
 17/400 [>.............................] - ETA: 3:39 - loss: 0.2486 - dice_coefficient: 0.8238
Epoch 12: loss did not improve from 0.10766
 18/400 [>.............................] - ETA: 3:39 - loss: 0.2454 - dice_coefficient: 0.8281
Epoch 12: loss did not improve from 0.10766
 19/400 [>.............................] - ETA: 3:38 - loss: 0.2395 - dice_coefficient: 0.8329
Epoch 12: loss did not improve from 0.10766
 20/400 [>.............................] - ETA: 3:38 - loss: 0.2314 - dice_coefficient: 0.8380
Epoch 12: loss did not improve from 0.10766
 21/400 [>.............................] - ETA: 3:37 - loss: 0.2354 - dice_coefficient: 0.8342
Epoch 12: loss did not improve from 0.10766
 22/400 [>.............................] - ETA: 3:37 - loss: 0.2293 - dice_coefficient: 0.8397
Epoch 12: loss did not improve from 0.10766
 23/400 [>.............................] - ETA: 3:36 - loss: 0.2498 - dice_coefficient: 0.8253
Epoch 12: loss did not improve from 0.10766
 24/400 [>.............................] - ETA: 3:36 - loss: 0.2445 - dice_coefficient: 0.8298
Epoch 12: loss did not improve from 0.10766
 25/400 [>.............................] - ETA: 3:35 - loss: 0.2439 - dice_coefficient: 0.8305
Epoch 12: loss did not improve from 0.10766
 26/400 [>.............................] - ETA: 3:34 - loss: 0.2476 - dice_coefficient: 0.8270
Epoch 12: loss did not improve from 0.10766
 27/400 [=>............................] - ETA: 3:34 - loss: 0.2434 - dice_coefficient: 0.8316
Epoch 12: loss did not improve from 0.10766
 28/400 [=>............................] - ETA: 3:33 - loss: 0.2424 - dice_coefficient: 0.8333
Epoch 12: loss did not improve from 0.10766
 29/400 [=>............................] - ETA: 3:33 - loss: 0.2408 - dice_coefficient: 0.8366
Epoch 12: loss did not improve from 0.10766
 30/400 [=>............................] - ETA: 3:32 - loss: 0.2426 - dice_coefficient: 0.8343
Epoch 12: loss did not improve from 0.10766
 31/400 [=>............................] - ETA: 3:32 - loss: 0.2401 - dice_coefficient: 0.8360
Epoch 12: loss did not improve from 0.10766
 32/400 [=>............................] - ETA: 3:31 - loss: 0.2356 - dice_coefficient: 0.8388
Epoch 12: loss did not improve from 0.10766
 33/400 [=>............................] - ETA: 3:31 - loss: 0.2326 - dice_coefficient: 0.8406
Epoch 12: loss did not improve from 0.10766
 34/400 [=>............................] - ETA: 3:30 - loss: 0.2287 - dice_coefficient: 0.8439
Epoch 12: loss did not improve from 0.10766
 35/400 [=>............................] - ETA: 3:29 - loss: 0.2285 - dice_coefficient: 0.8462
Epoch 12: loss did not improve from 0.10766
 36/400 [=>............................] - ETA: 3:29 - loss: 0.2288 - dice_coefficient: 0.8461
Epoch 12: loss did not improve from 0.10766
 37/400 [=>............................] - ETA: 3:28 - loss: 0.2262 - dice_coefficient: 0.8480
Epoch 12: loss did not improve from 0.10766
 38/400 [=>............................] - ETA: 3:27 - loss: 0.2230 - dice_coefficient: 0.8506
Epoch 12: loss did not improve from 0.10766
 39/400 [=>............................] - ETA: 3:27 - loss: 0.2200 - dice_coefficient: 0.8533
Epoch 12: loss did not improve from 0.10766
 40/400 [==>...........................] - ETA: 3:26 - loss: 0.2190 - dice_coefficient: 0.8533
Epoch 12: loss did not improve from 0.10766
 41/400 [==>...........................] - ETA: 3:26 - loss: 0.2163 - dice_coefficient: 0.8550
Epoch 12: loss did not improve from 0.10766
 42/400 [==>...........................] - ETA: 3:25 - loss: 0.2155 - dice_coefficient: 0.8559
Epoch 12: loss did not improve from 0.10766
 43/400 [==>...........................] - ETA: 3:24 - loss: 0.2124 - dice_coefficient: 0.8581
Epoch 12: loss did not improve from 0.10766
 44/400 [==>...........................] - ETA: 3:24 - loss: 0.2108 - dice_coefficient: 0.8594
Epoch 12: loss did not improve from 0.10766
 45/400 [==>...........................] - ETA: 3:23 - loss: 0.2100 - dice_coefficient: 0.8594
Epoch 12: loss did not improve from 0.10766
 46/400 [==>...........................] - ETA: 3:23 - loss: 0.2079 - dice_coefficient: 0.8612
Epoch 12: loss did not improve from 0.10766
 47/400 [==>...........................] - ETA: 3:22 - loss: 0.2069 - dice_coefficient: 0.8630
Epoch 12: loss did not improve from 0.10766
 48/400 [==>...........................] - ETA: 3:22 - loss: 0.2155 - dice_coefficient: 0.8567
Epoch 12: loss did not improve from 0.10766
 49/400 [==>...........................] - ETA: 3:21 - loss: 0.2271 - dice_coefficient: 0.8488
Epoch 12: loss did not improve from 0.10766
 50/400 [==>...........................] - ETA: 3:20 - loss: 0.2278 - dice_coefficient: 0.8483
Epoch 12: loss did not improve from 0.10766
 51/400 [==>...........................] - ETA: 3:20 - loss: 0.2250 - dice_coefficient: 0.8503
Epoch 12: loss did not improve from 0.10766
 52/400 [==>...........................] - ETA: 3:19 - loss: 0.2222 - dice_coefficient: 0.8523
Epoch 12: loss did not improve from 0.10766
 53/400 [==>...........................] - ETA: 3:19 - loss: 0.2204 - dice_coefficient: 0.8533
Epoch 12: loss did not improve from 0.10766
 54/400 [===>..........................] - ETA: 3:18 - loss: 0.2179 - dice_coefficient: 0.8547
Epoch 12: loss did not improve from 0.10766
 55/400 [===>..........................] - ETA: 3:17 - loss: 0.2153 - dice_coefficient: 0.8565
Epoch 12: loss did not improve from 0.10766
 56/400 [===>..........................] - ETA: 3:17 - loss: 0.2144 - dice_coefficient: 0.8570
Epoch 12: loss did not improve from 0.10766
 57/400 [===>..........................] - ETA: 3:16 - loss: 0.2171 - dice_coefficient: 0.8556
Epoch 12: loss did not improve from 0.10766
 58/400 [===>..........................] - ETA: 3:16 - loss: 0.2152 - dice_coefficient: 0.8569
Epoch 12: loss did not improve from 0.10766
 59/400 [===>..........................] - ETA: 3:15 - loss: 0.2319 - dice_coefficient: 0.8479
Epoch 12: loss did not improve from 0.10766
 60/400 [===>..........................] - ETA: 3:15 - loss: 0.2301 - dice_coefficient: 0.8488
Epoch 12: loss did not improve from 0.10766
 61/400 [===>..........................] - ETA: 3:14 - loss: 0.2285 - dice_coefficient: 0.8501
Epoch 12: loss did not improve from 0.10766
 62/400 [===>..........................] - ETA: 3:13 - loss: 0.2266 - dice_coefficient: 0.8516
Epoch 12: loss did not improve from 0.10766
 63/400 [===>..........................] - ETA: 3:13 - loss: 0.2251 - dice_coefficient: 0.8526
Epoch 12: loss did not improve from 0.10766
 64/400 [===>..........................] - ETA: 3:12 - loss: 0.2236 - dice_coefficient: 0.8537
Epoch 12: loss did not improve from 0.10766
 65/400 [===>..........................] - ETA: 3:12 - loss: 0.2233 - dice_coefficient: 0.8545
Epoch 12: loss did not improve from 0.10766
 66/400 [===>..........................] - ETA: 3:11 - loss: 0.2222 - dice_coefficient: 0.8558
Epoch 12: loss did not improve from 0.10766
 67/400 [====>.........................] - ETA: 3:11 - loss: 0.2210 - dice_coefficient: 0.8566
Epoch 12: loss did not improve from 0.10766
 68/400 [====>.........................] - ETA: 3:10 - loss: 0.2198 - dice_coefficient: 0.8572
Epoch 12: loss did not improve from 0.10766
 69/400 [====>.........................] - ETA: 3:09 - loss: 0.2184 - dice_coefficient: 0.8580
Epoch 12: loss did not improve from 0.10766
 70/400 [====>.........................] - ETA: 3:09 - loss: 0.2183 - dice_coefficient: 0.8583
Epoch 12: loss did not improve from 0.10766
 71/400 [====>.........................] - ETA: 3:08 - loss: 0.2170 - dice_coefficient: 0.8594
Epoch 12: loss did not improve from 0.10766
 72/400 [====>.........................] - ETA: 3:08 - loss: 0.2164 - dice_coefficient: 0.8598
Epoch 12: loss did not improve from 0.10766
 73/400 [====>.........................] - ETA: 3:07 - loss: 0.2154 - dice_coefficient: 0.8606
Epoch 12: loss did not improve from 0.10766
 74/400 [====>.........................] - ETA: 3:07 - loss: 0.2167 - dice_coefficient: 0.8603
Epoch 12: loss did not improve from 0.10766
 75/400 [====>.........................] - ETA: 3:06 - loss: 0.2152 - dice_coefficient: 0.8616
Epoch 12: loss did not improve from 0.10766
 76/400 [====>.........................] - ETA: 3:05 - loss: 0.2161 - dice_coefficient: 0.8603
Epoch 12: loss did not improve from 0.10766
 77/400 [====>.........................] - ETA: 3:05 - loss: 0.2147 - dice_coefficient: 0.8614
Epoch 12: loss did not improve from 0.10766
 78/400 [====>.........................] - ETA: 3:04 - loss: 0.2156 - dice_coefficient: 0.8603
Epoch 12: loss did not improve from 0.10766
 79/400 [====>.........................] - ETA: 3:04 - loss: 0.2144 - dice_coefficient: 0.8612
Epoch 12: loss did not improve from 0.10766
 80/400 [=====>........................] - ETA: 3:03 - loss: 0.2131 - dice_coefficient: 0.8622
Epoch 12: loss did not improve from 0.10766
 81/400 [=====>........................] - ETA: 3:03 - loss: 0.2152 - dice_coefficient: 0.8603
Epoch 12: loss did not improve from 0.10766
 82/400 [=====>........................] - ETA: 3:02 - loss: 0.2167 - dice_coefficient: 0.8589
Epoch 12: loss did not improve from 0.10766
 83/400 [=====>........................] - ETA: 3:02 - loss: 0.2154 - dice_coefficient: 0.8595
Epoch 12: loss did not improve from 0.10766
 84/400 [=====>........................] - ETA: 3:01 - loss: 0.2150 - dice_coefficient: 0.8601
Epoch 12: loss did not improve from 0.10766
 85/400 [=====>........................] - ETA: 3:01 - loss: 0.2152 - dice_coefficient: 0.8599
Epoch 12: loss did not improve from 0.10766
 86/400 [=====>........................] - ETA: 3:00 - loss: 0.2216 - dice_coefficient: 0.8557
Epoch 12: loss did not improve from 0.10766
 87/400 [=====>........................] - ETA: 2:59 - loss: 0.2211 - dice_coefficient: 0.8560
Epoch 12: loss did not improve from 0.10766
 88/400 [=====>........................] - ETA: 2:59 - loss: 0.2221 - dice_coefficient: 0.8551
Epoch 12: loss did not improve from 0.10766
 89/400 [=====>........................] - ETA: 2:58 - loss: 0.2212 - dice_coefficient: 0.8555
Epoch 12: loss did not improve from 0.10766
 90/400 [=====>........................] - ETA: 2:58 - loss: 0.2214 - dice_coefficient: 0.8557
Epoch 12: loss did not improve from 0.10766
 91/400 [=====>........................] - ETA: 2:57 - loss: 0.2204 - dice_coefficient: 0.8567
Epoch 12: loss did not improve from 0.10766
 92/400 [=====>........................] - ETA: 2:57 - loss: 0.2191 - dice_coefficient: 0.8575
Epoch 12: loss did not improve from 0.10766
 93/400 [=====>........................] - ETA: 2:56 - loss: 0.2174 - dice_coefficient: 0.8585
Epoch 12: loss did not improve from 0.10766
 94/400 [======>.......................] - ETA: 2:55 - loss: 0.2196 - dice_coefficient: 0.8566
Epoch 12: loss did not improve from 0.10766
 95/400 [======>.......................] - ETA: 2:55 - loss: 0.2186 - dice_coefficient: 0.8574
Epoch 12: loss did not improve from 0.10766
 96/400 [======>.......................] - ETA: 2:54 - loss: 0.2187 - dice_coefficient: 0.8571
Epoch 12: loss did not improve from 0.10766
 97/400 [======>.......................] - ETA: 2:54 - loss: 0.2174 - dice_coefficient: 0.8579
Epoch 12: loss did not improve from 0.10766
 98/400 [======>.......................] - ETA: 2:53 - loss: 0.2167 - dice_coefficient: 0.8581
Epoch 12: loss did not improve from 0.10766
 99/400 [======>.......................] - ETA: 2:53 - loss: 0.2181 - dice_coefficient: 0.8572
Epoch 12: loss did not improve from 0.10766
100/400 [======>.......................] - ETA: 2:52 - loss: 0.2171 - dice_coefficient: 0.8578
Epoch 12: loss did not improve from 0.10766
101/400 [======>.......................] - ETA: 2:51 - loss: 0.2183 - dice_coefficient: 0.8566
Epoch 12: loss did not improve from 0.10766
102/400 [======>.......................] - ETA: 2:51 - loss: 0.2178 - dice_coefficient: 0.8571
Epoch 12: loss did not improve from 0.10766
103/400 [======>.......................] - ETA: 2:50 - loss: 0.2180 - dice_coefficient: 0.8566
Epoch 12: loss did not improve from 0.10766
104/400 [======>.......................] - ETA: 2:50 - loss: 0.2200 - dice_coefficient: 0.8549
Epoch 12: loss did not improve from 0.10766
105/400 [======>.......................] - ETA: 2:49 - loss: 0.2194 - dice_coefficient: 0.8552
Epoch 12: loss did not improve from 0.10766
106/400 [======>.......................] - ETA: 2:48 - loss: 0.2181 - dice_coefficient: 0.8560
Epoch 12: loss did not improve from 0.10766
107/400 [=======>......................] - ETA: 2:48 - loss: 0.2174 - dice_coefficient: 0.8567
Epoch 12: loss did not improve from 0.10766
108/400 [=======>......................] - ETA: 2:47 - loss: 0.2169 - dice_coefficient: 0.8570
Epoch 12: loss did not improve from 0.10766
109/400 [=======>......................] - ETA: 2:47 - loss: 0.2162 - dice_coefficient: 0.8574
Epoch 12: loss did not improve from 0.10766
110/400 [=======>......................] - ETA: 2:46 - loss: 0.2171 - dice_coefficient: 0.8572
Epoch 12: loss did not improve from 0.10766
111/400 [=======>......................] - ETA: 2:46 - loss: 0.2169 - dice_coefficient: 0.8572
Epoch 12: loss did not improve from 0.10766
112/400 [=======>......................] - ETA: 2:45 - loss: 0.2166 - dice_coefficient: 0.8574
Epoch 12: loss did not improve from 0.10766
113/400 [=======>......................] - ETA: 2:44 - loss: 0.2160 - dice_coefficient: 0.8579
Epoch 12: loss did not improve from 0.10766
114/400 [=======>......................] - ETA: 2:44 - loss: 0.2146 - dice_coefficient: 0.8589
Epoch 12: loss did not improve from 0.10766
115/400 [=======>......................] - ETA: 2:43 - loss: 0.2146 - dice_coefficient: 0.8585
Epoch 12: loss did not improve from 0.10766
116/400 [=======>......................] - ETA: 2:43 - loss: 0.2137 - dice_coefficient: 0.8591
Epoch 12: loss did not improve from 0.10766
117/400 [=======>......................] - ETA: 2:42 - loss: 0.2127 - dice_coefficient: 0.8599
Epoch 12: loss did not improve from 0.10766
118/400 [=======>......................] - ETA: 2:41 - loss: 0.2119 - dice_coefficient: 0.8604
Epoch 12: loss did not improve from 0.10766
119/400 [=======>......................] - ETA: 2:41 - loss: 0.2114 - dice_coefficient: 0.8607
Epoch 12: loss did not improve from 0.10766
120/400 [========>.....................] - ETA: 2:40 - loss: 0.2111 - dice_coefficient: 0.8606
Epoch 12: loss did not improve from 0.10766
121/400 [========>.....................] - ETA: 2:40 - loss: 0.2128 - dice_coefficient: 0.8596
Epoch 12: loss did not improve from 0.10766
122/400 [========>.....................] - ETA: 2:39 - loss: 0.2154 - dice_coefficient: 0.8575
Epoch 12: loss did not improve from 0.10766
123/400 [========>.....................] - ETA: 2:39 - loss: 0.2156 - dice_coefficient: 0.8575
Epoch 12: loss did not improve from 0.10766
124/400 [========>.....................] - ETA: 2:38 - loss: 0.2145 - dice_coefficient: 0.8581
Epoch 12: loss did not improve from 0.10766
125/400 [========>.....................] - ETA: 2:37 - loss: 0.2139 - dice_coefficient: 0.8587
Epoch 12: loss did not improve from 0.10766
126/400 [========>.....................] - ETA: 2:37 - loss: 0.2150 - dice_coefficient: 0.8577
Epoch 12: loss did not improve from 0.10766
127/400 [========>.....................] - ETA: 2:36 - loss: 0.2150 - dice_coefficient: 0.8575
Epoch 12: loss did not improve from 0.10766
128/400 [========>.....................] - ETA: 2:36 - loss: 0.2154 - dice_coefficient: 0.8570
Epoch 12: loss did not improve from 0.10766
129/400 [========>.....................] - ETA: 2:35 - loss: 0.2143 - dice_coefficient: 0.8578
Epoch 12: loss did not improve from 0.10766
130/400 [========>.....................] - ETA: 2:35 - loss: 0.2133 - dice_coefficient: 0.8585
Epoch 12: loss did not improve from 0.10766
131/400 [========>.....................] - ETA: 2:34 - loss: 0.2135 - dice_coefficient: 0.8585
Epoch 12: loss did not improve from 0.10766
132/400 [========>.....................] - ETA: 2:33 - loss: 0.2128 - dice_coefficient: 0.8590
Epoch 12: loss did not improve from 0.10766
133/400 [========>.....................] - ETA: 2:33 - loss: 0.2119 - dice_coefficient: 0.8596
Epoch 12: loss did not improve from 0.10766
134/400 [=========>....................] - ETA: 2:32 - loss: 0.2114 - dice_coefficient: 0.8600
Epoch 12: loss did not improve from 0.10766
135/400 [=========>....................] - ETA: 2:32 - loss: 0.2117 - dice_coefficient: 0.8596
Epoch 12: loss did not improve from 0.10766
136/400 [=========>....................] - ETA: 2:31 - loss: 0.2110 - dice_coefficient: 0.8600
Epoch 12: loss did not improve from 0.10766
137/400 [=========>....................] - ETA: 2:31 - loss: 0.2160 - dice_coefficient: 0.8568
Epoch 12: loss did not improve from 0.10766
138/400 [=========>....................] - ETA: 2:30 - loss: 0.2154 - dice_coefficient: 0.8573
Epoch 12: loss did not improve from 0.10766
139/400 [=========>....................] - ETA: 2:29 - loss: 0.2141 - dice_coefficient: 0.8581
Epoch 12: loss did not improve from 0.10766
140/400 [=========>....................] - ETA: 2:29 - loss: 0.2134 - dice_coefficient: 0.8586
Epoch 12: loss did not improve from 0.10766
141/400 [=========>....................] - ETA: 2:28 - loss: 0.2127 - dice_coefficient: 0.8591
Epoch 12: loss did not improve from 0.10766
142/400 [=========>....................] - ETA: 2:28 - loss: 0.2126 - dice_coefficient: 0.8596
Epoch 12: loss did not improve from 0.10766
143/400 [=========>....................] - ETA: 2:27 - loss: 0.2123 - dice_coefficient: 0.8600
Epoch 12: loss did not improve from 0.10766
144/400 [=========>....................] - ETA: 2:27 - loss: 0.2116 - dice_coefficient: 0.8604
Epoch 12: loss did not improve from 0.10766
145/400 [=========>....................] - ETA: 2:26 - loss: 0.2122 - dice_coefficient: 0.8597
Epoch 12: loss did not improve from 0.10766
146/400 [=========>....................] - ETA: 2:25 - loss: 0.2116 - dice_coefficient: 0.8600
Epoch 12: loss did not improve from 0.10766
147/400 [==========>...................] - ETA: 2:25 - loss: 0.2111 - dice_coefficient: 0.8603
Epoch 12: loss did not improve from 0.10766
148/400 [==========>...................] - ETA: 2:24 - loss: 0.2104 - dice_coefficient: 0.8608
Epoch 12: loss did not improve from 0.10766
149/400 [==========>...................] - ETA: 2:24 - loss: 0.2094 - dice_coefficient: 0.8615
Epoch 12: loss did not improve from 0.10766
150/400 [==========>...................] - ETA: 2:23 - loss: 0.2091 - dice_coefficient: 0.8617
Epoch 12: loss did not improve from 0.10766
151/400 [==========>...................] - ETA: 2:22 - loss: 0.2084 - dice_coefficient: 0.8622
Epoch 12: loss did not improve from 0.10766
152/400 [==========>...................] - ETA: 2:22 - loss: 0.2080 - dice_coefficient: 0.8626
Epoch 12: loss did not improve from 0.10766
153/400 [==========>...................] - ETA: 2:21 - loss: 0.2089 - dice_coefficient: 0.8617
Epoch 12: loss did not improve from 0.10766
154/400 [==========>...................] - ETA: 2:21 - loss: 0.2078 - dice_coefficient: 0.8624
Epoch 12: loss did not improve from 0.10766
155/400 [==========>...................] - ETA: 2:20 - loss: 0.2072 - dice_coefficient: 0.8630
Epoch 12: loss did not improve from 0.10766
156/400 [==========>...................] - ETA: 2:20 - loss: 0.2062 - dice_coefficient: 0.8637
Epoch 12: loss did not improve from 0.10766
157/400 [==========>...................] - ETA: 2:19 - loss: 0.2059 - dice_coefficient: 0.8638
Epoch 12: loss did not improve from 0.10766
158/400 [==========>...................] - ETA: 2:18 - loss: 0.2053 - dice_coefficient: 0.8642
Epoch 12: loss did not improve from 0.10766
159/400 [==========>...................] - ETA: 2:18 - loss: 0.2053 - dice_coefficient: 0.8641
Epoch 12: loss did not improve from 0.10766
160/400 [===========>..................] - ETA: 2:17 - loss: 0.2054 - dice_coefficient: 0.8638
Epoch 12: loss did not improve from 0.10766
161/400 [===========>..................] - ETA: 2:17 - loss: 0.2059 - dice_coefficient: 0.8632
Epoch 12: loss did not improve from 0.10766
162/400 [===========>..................] - ETA: 2:16 - loss: 0.2055 - dice_coefficient: 0.8635
Epoch 12: loss did not improve from 0.10766
163/400 [===========>..................] - ETA: 2:16 - loss: 0.2050 - dice_coefficient: 0.8636
Epoch 12: loss did not improve from 0.10766
164/400 [===========>..................] - ETA: 2:15 - loss: 0.2061 - dice_coefficient: 0.8626
Epoch 12: loss did not improve from 0.10766
165/400 [===========>..................] - ETA: 2:14 - loss: 0.2063 - dice_coefficient: 0.8623
Epoch 12: loss did not improve from 0.10766
166/400 [===========>..................] - ETA: 2:14 - loss: 0.2059 - dice_coefficient: 0.8625
Epoch 12: loss did not improve from 0.10766
167/400 [===========>..................] - ETA: 2:13 - loss: 0.2057 - dice_coefficient: 0.8629
Epoch 12: loss did not improve from 0.10766
168/400 [===========>..................] - ETA: 2:13 - loss: 0.2051 - dice_coefficient: 0.8634
Epoch 12: loss did not improve from 0.10766
169/400 [===========>..................] - ETA: 2:12 - loss: 0.2059 - dice_coefficient: 0.8627
Epoch 12: loss did not improve from 0.10766
170/400 [===========>..................] - ETA: 2:12 - loss: 0.2056 - dice_coefficient: 0.8629
Epoch 12: loss did not improve from 0.10766
171/400 [===========>..................] - ETA: 2:11 - loss: 0.2053 - dice_coefficient: 0.8631
Epoch 12: loss did not improve from 0.10766
172/400 [===========>..................] - ETA: 2:10 - loss: 0.2047 - dice_coefficient: 0.8635
Epoch 12: loss did not improve from 0.10766
173/400 [===========>..................] - ETA: 2:10 - loss: 0.2043 - dice_coefficient: 0.8640
Epoch 12: loss did not improve from 0.10766
174/400 [============>.................] - ETA: 2:09 - loss: 0.2046 - dice_coefficient: 0.8635
Epoch 12: loss did not improve from 0.10766
175/400 [============>.................] - ETA: 2:09 - loss: 0.2039 - dice_coefficient: 0.8640
Epoch 12: loss did not improve from 0.10766
176/400 [============>.................] - ETA: 2:08 - loss: 0.2033 - dice_coefficient: 0.8644
Epoch 12: loss did not improve from 0.10766
177/400 [============>.................] - ETA: 2:08 - loss: 0.2030 - dice_coefficient: 0.8648
Epoch 12: loss did not improve from 0.10766
178/400 [============>.................] - ETA: 2:07 - loss: 0.2028 - dice_coefficient: 0.8648
Epoch 12: loss did not improve from 0.10766
179/400 [============>.................] - ETA: 2:06 - loss: 0.2038 - dice_coefficient: 0.8646
Epoch 12: loss did not improve from 0.10766
180/400 [============>.................] - ETA: 2:06 - loss: 0.2034 - dice_coefficient: 0.8650
Epoch 12: loss did not improve from 0.10766
181/400 [============>.................] - ETA: 2:05 - loss: 0.2033 - dice_coefficient: 0.8653
Epoch 12: loss did not improve from 0.10766
182/400 [============>.................] - ETA: 2:05 - loss: 0.2071 - dice_coefficient: 0.8630
Epoch 12: loss did not improve from 0.10766
183/400 [============>.................] - ETA: 2:04 - loss: 0.2082 - dice_coefficient: 0.8620
Epoch 12: loss did not improve from 0.10766
184/400 [============>.................] - ETA: 2:03 - loss: 0.2078 - dice_coefficient: 0.8624
Epoch 12: loss did not improve from 0.10766
185/400 [============>.................] - ETA: 2:03 - loss: 0.2081 - dice_coefficient: 0.8621
Epoch 12: loss did not improve from 0.10766
186/400 [============>.................] - ETA: 2:02 - loss: 0.2110 - dice_coefficient: 0.8602
Epoch 12: loss did not improve from 0.10766
187/400 [=============>................] - ETA: 2:02 - loss: 0.2108 - dice_coefficient: 0.8605
Epoch 12: loss did not improve from 0.10766
188/400 [=============>................] - ETA: 2:01 - loss: 0.2110 - dice_coefficient: 0.8602
Epoch 12: loss did not improve from 0.10766
189/400 [=============>................] - ETA: 2:01 - loss: 0.2108 - dice_coefficient: 0.8603
Epoch 12: loss did not improve from 0.10766
190/400 [=============>................] - ETA: 2:00 - loss: 0.2109 - dice_coefficient: 0.8603
Epoch 12: loss did not improve from 0.10766
191/400 [=============>................] - ETA: 1:59 - loss: 0.2131 - dice_coefficient: 0.8586
Epoch 12: loss did not improve from 0.10766
192/400 [=============>................] - ETA: 1:59 - loss: 0.2140 - dice_coefficient: 0.8579
Epoch 12: loss did not improve from 0.10766
193/400 [=============>................] - ETA: 1:58 - loss: 0.2140 - dice_coefficient: 0.8579
Epoch 12: loss did not improve from 0.10766
194/400 [=============>................] - ETA: 1:58 - loss: 0.2136 - dice_coefficient: 0.8581
Epoch 12: loss did not improve from 0.10766
195/400 [=============>................] - ETA: 1:57 - loss: 0.2142 - dice_coefficient: 0.8574
Epoch 12: loss did not improve from 0.10766
196/400 [=============>................] - ETA: 1:57 - loss: 0.2138 - dice_coefficient: 0.8579
Epoch 12: loss did not improve from 0.10766
197/400 [=============>................] - ETA: 1:56 - loss: 0.2132 - dice_coefficient: 0.8582
Epoch 12: loss did not improve from 0.10766
198/400 [=============>................] - ETA: 1:55 - loss: 0.2130 - dice_coefficient: 0.8582
Epoch 12: loss did not improve from 0.10766
199/400 [=============>................] - ETA: 1:55 - loss: 0.2138 - dice_coefficient: 0.8574
Epoch 12: loss did not improve from 0.10766
200/400 [==============>...............] - ETA: 1:54 - loss: 0.2135 - dice_coefficient: 0.8578
Epoch 12: loss did not improve from 0.10766
201/400 [==============>...............] - ETA: 1:54 - loss: 0.2130 - dice_coefficient: 0.8583
Epoch 12: loss did not improve from 0.10766
202/400 [==============>...............] - ETA: 1:53 - loss: 0.2128 - dice_coefficient: 0.8585
Epoch 12: loss did not improve from 0.10766
203/400 [==============>...............] - ETA: 1:53 - loss: 0.2141 - dice_coefficient: 0.8574
Epoch 12: loss did not improve from 0.10766
204/400 [==============>...............] - ETA: 1:52 - loss: 0.2136 - dice_coefficient: 0.8577
Epoch 12: loss did not improve from 0.10766
205/400 [==============>...............] - ETA: 1:51 - loss: 0.2131 - dice_coefficient: 0.8581
Epoch 12: loss did not improve from 0.10766
206/400 [==============>...............] - ETA: 1:51 - loss: 0.2127 - dice_coefficient: 0.8586
Epoch 12: loss did not improve from 0.10766
207/400 [==============>...............] - ETA: 1:50 - loss: 0.2136 - dice_coefficient: 0.8585
Epoch 12: loss did not improve from 0.10766
208/400 [==============>...............] - ETA: 1:50 - loss: 0.2135 - dice_coefficient: 0.8584
Epoch 12: loss did not improve from 0.10766
209/400 [==============>...............] - ETA: 1:49 - loss: 0.2128 - dice_coefficient: 0.8589
Epoch 12: loss did not improve from 0.10766
210/400 [==============>...............] - ETA: 1:49 - loss: 0.2127 - dice_coefficient: 0.8589
Epoch 12: loss did not improve from 0.10766
211/400 [==============>...............] - ETA: 1:48 - loss: 0.2122 - dice_coefficient: 0.8592
Epoch 12: loss did not improve from 0.10766
212/400 [==============>...............] - ETA: 1:47 - loss: 0.2123 - dice_coefficient: 0.8590
Epoch 12: loss did not improve from 0.10766
213/400 [==============>...............] - ETA: 1:47 - loss: 0.2116 - dice_coefficient: 0.8594
Epoch 12: loss did not improve from 0.10766
214/400 [===============>..............] - ETA: 1:46 - loss: 0.2118 - dice_coefficient: 0.8593
Epoch 12: loss did not improve from 0.10766
215/400 [===============>..............] - ETA: 1:46 - loss: 0.2112 - dice_coefficient: 0.8597
Epoch 12: loss did not improve from 0.10766
216/400 [===============>..............] - ETA: 1:45 - loss: 0.2106 - dice_coefficient: 0.8600
Epoch 12: loss did not improve from 0.10766
217/400 [===============>..............] - ETA: 1:45 - loss: 0.2106 - dice_coefficient: 0.8600
Epoch 12: loss did not improve from 0.10766
218/400 [===============>..............] - ETA: 1:44 - loss: 0.2109 - dice_coefficient: 0.8597
Epoch 12: loss did not improve from 0.10766
219/400 [===============>..............] - ETA: 1:43 - loss: 0.2103 - dice_coefficient: 0.8600
Epoch 12: loss did not improve from 0.10766
220/400 [===============>..............] - ETA: 1:43 - loss: 0.2101 - dice_coefficient: 0.8603
Epoch 12: loss did not improve from 0.10766
221/400 [===============>..............] - ETA: 1:42 - loss: 0.2099 - dice_coefficient: 0.8604
Epoch 12: loss did not improve from 0.10766
222/400 [===============>..............] - ETA: 1:42 - loss: 0.2095 - dice_coefficient: 0.8608
Epoch 12: loss did not improve from 0.10766
223/400 [===============>..............] - ETA: 1:41 - loss: 0.2089 - dice_coefficient: 0.8611
Epoch 12: loss did not improve from 0.10766
224/400 [===============>..............] - ETA: 1:41 - loss: 0.2085 - dice_coefficient: 0.8615
Epoch 12: loss did not improve from 0.10766
225/400 [===============>..............] - ETA: 1:40 - loss: 0.2081 - dice_coefficient: 0.8617
Epoch 12: loss did not improve from 0.10766
226/400 [===============>..............] - ETA: 1:39 - loss: 0.2075 - dice_coefficient: 0.8621
Epoch 12: loss did not improve from 0.10766
227/400 [================>.............] - ETA: 1:39 - loss: 0.2075 - dice_coefficient: 0.8621
Epoch 12: loss did not improve from 0.10766
228/400 [================>.............] - ETA: 1:38 - loss: 0.2074 - dice_coefficient: 0.8621
Epoch 12: loss did not improve from 0.10766
229/400 [================>.............] - ETA: 1:38 - loss: 0.2067 - dice_coefficient: 0.8626
Epoch 12: loss did not improve from 0.10766
230/400 [================>.............] - ETA: 1:37 - loss: 0.2070 - dice_coefficient: 0.8621
Epoch 12: loss did not improve from 0.10766
231/400 [================>.............] - ETA: 1:36 - loss: 0.2065 - dice_coefficient: 0.8625
Epoch 12: loss did not improve from 0.10766
232/400 [================>.............] - ETA: 1:36 - loss: 0.2068 - dice_coefficient: 0.8624
Epoch 12: loss did not improve from 0.10766
233/400 [================>.............] - ETA: 1:35 - loss: 0.2066 - dice_coefficient: 0.8624
Epoch 12: loss did not improve from 0.10766
234/400 [================>.............] - ETA: 1:35 - loss: 0.2064 - dice_coefficient: 0.8624
Epoch 12: loss did not improve from 0.10766
235/400 [================>.............] - ETA: 1:34 - loss: 0.2057 - dice_coefficient: 0.8628
Epoch 12: loss did not improve from 0.10766
236/400 [================>.............] - ETA: 1:34 - loss: 0.2056 - dice_coefficient: 0.8630
Epoch 12: loss did not improve from 0.10766
237/400 [================>.............] - ETA: 1:33 - loss: 0.2055 - dice_coefficient: 0.8631
Epoch 12: loss did not improve from 0.10766
238/400 [================>.............] - ETA: 1:32 - loss: 0.2052 - dice_coefficient: 0.8633
Epoch 12: loss did not improve from 0.10766
239/400 [================>.............] - ETA: 1:32 - loss: 0.2054 - dice_coefficient: 0.8631
Epoch 12: loss did not improve from 0.10766
240/400 [=================>............] - ETA: 1:31 - loss: 0.2049 - dice_coefficient: 0.8634
Epoch 12: loss did not improve from 0.10766
241/400 [=================>............] - ETA: 1:31 - loss: 0.2044 - dice_coefficient: 0.8637
Epoch 12: loss did not improve from 0.10766
242/400 [=================>............] - ETA: 1:30 - loss: 0.2040 - dice_coefficient: 0.8640
Epoch 12: loss did not improve from 0.10766
243/400 [=================>............] - ETA: 1:30 - loss: 0.2041 - dice_coefficient: 0.8638
Epoch 12: loss did not improve from 0.10766
244/400 [=================>............] - ETA: 1:29 - loss: 0.2041 - dice_coefficient: 0.8638
Epoch 12: loss did not improve from 0.10766
245/400 [=================>............] - ETA: 1:28 - loss: 0.2041 - dice_coefficient: 0.8638
Epoch 12: loss did not improve from 0.10766
246/400 [=================>............] - ETA: 1:28 - loss: 0.2046 - dice_coefficient: 0.8632
Epoch 12: loss did not improve from 0.10766
247/400 [=================>............] - ETA: 1:27 - loss: 0.2041 - dice_coefficient: 0.8635
Epoch 12: loss did not improve from 0.10766
248/400 [=================>............] - ETA: 1:27 - loss: 0.2039 - dice_coefficient: 0.8635
Epoch 12: loss did not improve from 0.10766
249/400 [=================>............] - ETA: 1:26 - loss: 0.2042 - dice_coefficient: 0.8632
Epoch 12: loss did not improve from 0.10766
250/400 [=================>............] - ETA: 1:26 - loss: 0.2041 - dice_coefficient: 0.8633
Epoch 12: loss did not improve from 0.10766
251/400 [=================>............] - ETA: 1:25 - loss: 0.2059 - dice_coefficient: 0.8621
Epoch 12: loss did not improve from 0.10766
252/400 [=================>............] - ETA: 1:24 - loss: 0.2059 - dice_coefficient: 0.8620
Epoch 12: loss did not improve from 0.10766
253/400 [=================>............] - ETA: 1:24 - loss: 0.2053 - dice_coefficient: 0.8624
Epoch 12: loss did not improve from 0.10766
254/400 [==================>...........] - ETA: 1:23 - loss: 0.2049 - dice_coefficient: 0.8628
Epoch 12: loss did not improve from 0.10766
255/400 [==================>...........] - ETA: 1:23 - loss: 0.2046 - dice_coefficient: 0.8628
Epoch 12: loss did not improve from 0.10766
256/400 [==================>...........] - ETA: 1:22 - loss: 0.2042 - dice_coefficient: 0.8632
Epoch 12: loss did not improve from 0.10766
257/400 [==================>...........] - ETA: 1:22 - loss: 0.2039 - dice_coefficient: 0.8633
Epoch 12: loss did not improve from 0.10766
258/400 [==================>...........] - ETA: 1:21 - loss: 0.2035 - dice_coefficient: 0.8637
Epoch 12: loss did not improve from 0.10766
259/400 [==================>...........] - ETA: 1:20 - loss: 0.2031 - dice_coefficient: 0.8639
Epoch 12: loss did not improve from 0.10766
260/400 [==================>...........] - ETA: 1:20 - loss: 0.2029 - dice_coefficient: 0.8640
Epoch 12: loss did not improve from 0.10766
261/400 [==================>...........] - ETA: 1:19 - loss: 0.2023 - dice_coefficient: 0.8645
Epoch 12: loss did not improve from 0.10766
262/400 [==================>...........] - ETA: 1:19 - loss: 0.2023 - dice_coefficient: 0.8644
Epoch 12: loss did not improve from 0.10766
263/400 [==================>...........] - ETA: 1:18 - loss: 0.2018 - dice_coefficient: 0.8648
Epoch 12: loss did not improve from 0.10766
264/400 [==================>...........] - ETA: 1:18 - loss: 0.2017 - dice_coefficient: 0.8647
Epoch 12: loss did not improve from 0.10766
265/400 [==================>...........] - ETA: 1:17 - loss: 0.2018 - dice_coefficient: 0.8646
Epoch 12: loss did not improve from 0.10766
266/400 [==================>...........] - ETA: 1:16 - loss: 0.2013 - dice_coefficient: 0.8649
Epoch 12: loss did not improve from 0.10766
267/400 [===================>..........] - ETA: 1:16 - loss: 0.2019 - dice_coefficient: 0.8644
Epoch 12: loss did not improve from 0.10766
268/400 [===================>..........] - ETA: 1:15 - loss: 0.2014 - dice_coefficient: 0.8647
Epoch 12: loss did not improve from 0.10766
269/400 [===================>..........] - ETA: 1:15 - loss: 0.2011 - dice_coefficient: 0.8650
Epoch 12: loss did not improve from 0.10766
270/400 [===================>..........] - ETA: 1:14 - loss: 0.2007 - dice_coefficient: 0.8653
Epoch 12: loss did not improve from 0.10766
271/400 [===================>..........] - ETA: 1:14 - loss: 0.2007 - dice_coefficient: 0.8654
Epoch 12: loss did not improve from 0.10766
272/400 [===================>..........] - ETA: 1:13 - loss: 0.2009 - dice_coefficient: 0.8652
Epoch 12: loss did not improve from 0.10766
273/400 [===================>..........] - ETA: 1:12 - loss: 0.2012 - dice_coefficient: 0.8651
Epoch 12: loss did not improve from 0.10766
274/400 [===================>..........] - ETA: 1:12 - loss: 0.2009 - dice_coefficient: 0.8654
Epoch 12: loss did not improve from 0.10766
275/400 [===================>..........] - ETA: 1:11 - loss: 0.2005 - dice_coefficient: 0.8657
Epoch 12: loss did not improve from 0.10766
276/400 [===================>..........] - ETA: 1:11 - loss: 0.2004 - dice_coefficient: 0.8657
Epoch 12: loss did not improve from 0.10766
277/400 [===================>..........] - ETA: 1:10 - loss: 0.2003 - dice_coefficient: 0.8659
Epoch 12: loss did not improve from 0.10766
278/400 [===================>..........] - ETA: 1:10 - loss: 0.2010 - dice_coefficient: 0.8652
Epoch 12: loss did not improve from 0.10766
279/400 [===================>..........] - ETA: 1:09 - loss: 0.2008 - dice_coefficient: 0.8654
Epoch 12: loss did not improve from 0.10766
280/400 [====================>.........] - ETA: 1:08 - loss: 0.2003 - dice_coefficient: 0.8657
Epoch 12: loss did not improve from 0.10766
281/400 [====================>.........] - ETA: 1:08 - loss: 0.2019 - dice_coefficient: 0.8645
Epoch 12: loss did not improve from 0.10766
282/400 [====================>.........] - ETA: 1:07 - loss: 0.2017 - dice_coefficient: 0.8648
Epoch 12: loss did not improve from 0.10766
283/400 [====================>.........] - ETA: 1:07 - loss: 0.2013 - dice_coefficient: 0.8650
Epoch 12: loss did not improve from 0.10766
284/400 [====================>.........] - ETA: 1:06 - loss: 0.2013 - dice_coefficient: 0.8651
Epoch 12: loss did not improve from 0.10766
285/400 [====================>.........] - ETA: 1:05 - loss: 0.2011 - dice_coefficient: 0.8654
Epoch 12: loss did not improve from 0.10766
286/400 [====================>.........] - ETA: 1:05 - loss: 0.2009 - dice_coefficient: 0.8654
Epoch 12: loss did not improve from 0.10766
287/400 [====================>.........] - ETA: 1:04 - loss: 0.2020 - dice_coefficient: 0.8646
Epoch 12: loss did not improve from 0.10766
288/400 [====================>.........] - ETA: 1:04 - loss: 0.2018 - dice_coefficient: 0.8647
Epoch 12: loss did not improve from 0.10766
289/400 [====================>.........] - ETA: 1:03 - loss: 0.2019 - dice_coefficient: 0.8646
Epoch 12: loss did not improve from 0.10766
290/400 [====================>.........] - ETA: 1:03 - loss: 0.2016 - dice_coefficient: 0.8648
Epoch 12: loss did not improve from 0.10766
291/400 [====================>.........] - ETA: 1:02 - loss: 0.2015 - dice_coefficient: 0.8648
Epoch 12: loss did not improve from 0.10766
292/400 [====================>.........] - ETA: 1:02 - loss: 0.2013 - dice_coefficient: 0.8650
Epoch 12: loss did not improve from 0.10766
293/400 [====================>.........] - ETA: 1:01 - loss: 0.2013 - dice_coefficient: 0.8652
Epoch 12: loss did not improve from 0.10766
294/400 [=====================>........] - ETA: 1:00 - loss: 0.2010 - dice_coefficient: 0.8654
Epoch 12: loss did not improve from 0.10766
295/400 [=====================>........] - ETA: 1:00 - loss: 0.2008 - dice_coefficient: 0.8654
Epoch 12: loss did not improve from 0.10766
296/400 [=====================>........] - ETA: 59s - loss: 0.2003 - dice_coefficient: 0.8658 
Epoch 12: loss did not improve from 0.10766
297/400 [=====================>........] - ETA: 59s - loss: 0.2011 - dice_coefficient: 0.8651
Epoch 12: loss did not improve from 0.10766
298/400 [=====================>........] - ETA: 58s - loss: 0.2010 - dice_coefficient: 0.8652
Epoch 12: loss did not improve from 0.10766
299/400 [=====================>........] - ETA: 57s - loss: 0.2007 - dice_coefficient: 0.8654
Epoch 12: loss did not improve from 0.10766
300/400 [=====================>........] - ETA: 57s - loss: 0.2007 - dice_coefficient: 0.8653
Epoch 12: loss did not improve from 0.10766
301/400 [=====================>........] - ETA: 56s - loss: 0.2007 - dice_coefficient: 0.8653
Epoch 12: loss did not improve from 0.10766
302/400 [=====================>........] - ETA: 56s - loss: 0.2007 - dice_coefficient: 0.8652
Epoch 12: loss did not improve from 0.10766
303/400 [=====================>........] - ETA: 55s - loss: 0.2004 - dice_coefficient: 0.8654
Epoch 12: loss did not improve from 0.10766
304/400 [=====================>........] - ETA: 55s - loss: 0.2003 - dice_coefficient: 0.8654
Epoch 12: loss did not improve from 0.10766
305/400 [=====================>........] - ETA: 54s - loss: 0.2004 - dice_coefficient: 0.8652
Epoch 12: loss did not improve from 0.10766
306/400 [=====================>........] - ETA: 53s - loss: 0.2000 - dice_coefficient: 0.8655
Epoch 12: loss did not improve from 0.10766
307/400 [======================>.......] - ETA: 53s - loss: 0.1995 - dice_coefficient: 0.8658
Epoch 12: loss did not improve from 0.10766
308/400 [======================>.......] - ETA: 52s - loss: 0.1998 - dice_coefficient: 0.8656
Epoch 12: loss did not improve from 0.10766
309/400 [======================>.......] - ETA: 52s - loss: 0.1997 - dice_coefficient: 0.8658
Epoch 12: loss did not improve from 0.10766
310/400 [======================>.......] - ETA: 51s - loss: 0.1997 - dice_coefficient: 0.8657
Epoch 12: loss did not improve from 0.10766
311/400 [======================>.......] - ETA: 51s - loss: 0.2001 - dice_coefficient: 0.8653
Epoch 12: loss did not improve from 0.10766
312/400 [======================>.......] - ETA: 50s - loss: 0.2002 - dice_coefficient: 0.8655
Epoch 12: loss did not improve from 0.10766
313/400 [======================>.......] - ETA: 49s - loss: 0.2002 - dice_coefficient: 0.8654
Epoch 12: loss did not improve from 0.10766
314/400 [======================>.......] - ETA: 49s - loss: 0.2002 - dice_coefficient: 0.8655
Epoch 12: loss did not improve from 0.10766
315/400 [======================>.......] - ETA: 48s - loss: 0.1999 - dice_coefficient: 0.8656
Epoch 12: loss did not improve from 0.10766
316/400 [======================>.......] - ETA: 48s - loss: 0.2040 - dice_coefficient: 0.8636
Epoch 12: loss did not improve from 0.10766
317/400 [======================>.......] - ETA: 47s - loss: 0.2037 - dice_coefficient: 0.8637
Epoch 12: loss did not improve from 0.10766
318/400 [======================>.......] - ETA: 47s - loss: 0.2034 - dice_coefficient: 0.8639
Epoch 12: loss did not improve from 0.10766
319/400 [======================>.......] - ETA: 46s - loss: 0.2030 - dice_coefficient: 0.8642
Epoch 12: loss did not improve from 0.10766
320/400 [=======================>......] - ETA: 45s - loss: 0.2028 - dice_coefficient: 0.8643
Epoch 12: loss did not improve from 0.10766
321/400 [=======================>......] - ETA: 45s - loss: 0.2033 - dice_coefficient: 0.8638
Epoch 12: loss did not improve from 0.10766
322/400 [=======================>......] - ETA: 44s - loss: 0.2029 - dice_coefficient: 0.8641
Epoch 12: loss did not improve from 0.10766
323/400 [=======================>......] - ETA: 44s - loss: 0.2025 - dice_coefficient: 0.8643
Epoch 12: loss did not improve from 0.10766
324/400 [=======================>......] - ETA: 43s - loss: 0.2021 - dice_coefficient: 0.8646
Epoch 12: loss did not improve from 0.10766
325/400 [=======================>......] - ETA: 43s - loss: 0.2017 - dice_coefficient: 0.8649
Epoch 12: loss did not improve from 0.10766
326/400 [=======================>......] - ETA: 42s - loss: 0.2014 - dice_coefficient: 0.8650
Epoch 12: loss did not improve from 0.10766
327/400 [=======================>......] - ETA: 41s - loss: 0.2028 - dice_coefficient: 0.8640
Epoch 12: loss did not improve from 0.10766
328/400 [=======================>......] - ETA: 41s - loss: 0.2038 - dice_coefficient: 0.8632
Epoch 12: loss did not improve from 0.10766
329/400 [=======================>......] - ETA: 40s - loss: 0.2037 - dice_coefficient: 0.8633
Epoch 12: loss did not improve from 0.10766
330/400 [=======================>......] - ETA: 40s - loss: 0.2035 - dice_coefficient: 0.8633
Epoch 12: loss did not improve from 0.10766
331/400 [=======================>......] - ETA: 39s - loss: 0.2033 - dice_coefficient: 0.8634
Epoch 12: loss did not improve from 0.10766
332/400 [=======================>......] - ETA: 39s - loss: 0.2033 - dice_coefficient: 0.8636
Epoch 12: loss did not improve from 0.10766
333/400 [=======================>......] - ETA: 38s - loss: 0.2035 - dice_coefficient: 0.8633
Epoch 12: loss did not improve from 0.10766
334/400 [========================>.....] - ETA: 37s - loss: 0.2035 - dice_coefficient: 0.8634
Epoch 12: loss did not improve from 0.10766
335/400 [========================>.....] - ETA: 37s - loss: 0.2033 - dice_coefficient: 0.8634
Epoch 12: loss did not improve from 0.10766
336/400 [========================>.....] - ETA: 36s - loss: 0.2029 - dice_coefficient: 0.8637
Epoch 12: loss did not improve from 0.10766
337/400 [========================>.....] - ETA: 36s - loss: 0.2026 - dice_coefficient: 0.8640
Epoch 12: loss did not improve from 0.10766
338/400 [========================>.....] - ETA: 35s - loss: 0.2033 - dice_coefficient: 0.8637
Epoch 12: loss did not improve from 0.10766
339/400 [========================>.....] - ETA: 35s - loss: 0.2033 - dice_coefficient: 0.8637
Epoch 12: loss did not improve from 0.10766
340/400 [========================>.....] - ETA: 34s - loss: 0.2033 - dice_coefficient: 0.8639
Epoch 12: loss did not improve from 0.10766
341/400 [========================>.....] - ETA: 33s - loss: 0.2031 - dice_coefficient: 0.8639
Epoch 12: loss did not improve from 0.10766
342/400 [========================>.....] - ETA: 33s - loss: 0.2031 - dice_coefficient: 0.8639
Epoch 12: loss did not improve from 0.10766
343/400 [========================>.....] - ETA: 32s - loss: 0.2030 - dice_coefficient: 0.8640
Epoch 12: loss did not improve from 0.10766
344/400 [========================>.....] - ETA: 32s - loss: 0.2026 - dice_coefficient: 0.8643
Epoch 12: loss did not improve from 0.10766
345/400 [========================>.....] - ETA: 31s - loss: 0.2024 - dice_coefficient: 0.8645
Epoch 12: loss did not improve from 0.10766
346/400 [========================>.....] - ETA: 30s - loss: 0.2022 - dice_coefficient: 0.8646
Epoch 12: loss did not improve from 0.10766
347/400 [=========================>....] - ETA: 30s - loss: 0.2021 - dice_coefficient: 0.8645
Epoch 12: loss did not improve from 0.10766
348/400 [=========================>....] - ETA: 29s - loss: 0.2019 - dice_coefficient: 0.8647
Epoch 12: loss did not improve from 0.10766
349/400 [=========================>....] - ETA: 29s - loss: 0.2015 - dice_coefficient: 0.8649
Epoch 12: loss did not improve from 0.10766
350/400 [=========================>....] - ETA: 28s - loss: 0.2013 - dice_coefficient: 0.8651
Epoch 12: loss did not improve from 0.10766
351/400 [=========================>....] - ETA: 28s - loss: 0.2011 - dice_coefficient: 0.8651
Epoch 12: loss did not improve from 0.10766
352/400 [=========================>....] - ETA: 27s - loss: 0.2009 - dice_coefficient: 0.8653
Epoch 12: loss did not improve from 0.10766
353/400 [=========================>....] - ETA: 26s - loss: 0.2006 - dice_coefficient: 0.8655
Epoch 12: loss did not improve from 0.10766
354/400 [=========================>....] - ETA: 26s - loss: 0.2006 - dice_coefficient: 0.8655
Epoch 12: loss did not improve from 0.10766
355/400 [=========================>....] - ETA: 25s - loss: 0.2004 - dice_coefficient: 0.8655
Epoch 12: loss did not improve from 0.10766
356/400 [=========================>....] - ETA: 25s - loss: 0.2006 - dice_coefficient: 0.8657
Epoch 12: loss did not improve from 0.10766
357/400 [=========================>....] - ETA: 24s - loss: 0.2005 - dice_coefficient: 0.8657
Epoch 12: loss did not improve from 0.10766
358/400 [=========================>....] - ETA: 24s - loss: 0.2005 - dice_coefficient: 0.8657
Epoch 12: loss did not improve from 0.10766
359/400 [=========================>....] - ETA: 23s - loss: 0.2001 - dice_coefficient: 0.8659
Epoch 12: loss did not improve from 0.10766
360/400 [==========================>...] - ETA: 22s - loss: 0.2000 - dice_coefficient: 0.8660
Epoch 12: loss did not improve from 0.10766
361/400 [==========================>...] - ETA: 22s - loss: 0.2000 - dice_coefficient: 0.8661
Epoch 12: loss did not improve from 0.10766
362/400 [==========================>...] - ETA: 21s - loss: 0.1997 - dice_coefficient: 0.8663
Epoch 12: loss did not improve from 0.10766
363/400 [==========================>...] - ETA: 21s - loss: 0.1995 - dice_coefficient: 0.8664
Epoch 12: loss did not improve from 0.10766
364/400 [==========================>...] - ETA: 20s - loss: 0.1993 - dice_coefficient: 0.8666
Epoch 12: loss did not improve from 0.10766
365/400 [==========================>...] - ETA: 20s - loss: 0.1997 - dice_coefficient: 0.8663
Epoch 12: loss did not improve from 0.10766
366/400 [==========================>...] - ETA: 19s - loss: 0.1993 - dice_coefficient: 0.8666
Epoch 12: loss did not improve from 0.10766
367/400 [==========================>...] - ETA: 18s - loss: 0.2002 - dice_coefficient: 0.8659
Epoch 12: loss did not improve from 0.10766
368/400 [==========================>...] - ETA: 18s - loss: 0.1999 - dice_coefficient: 0.8661
Epoch 12: loss did not improve from 0.10766
369/400 [==========================>...] - ETA: 17s - loss: 0.2005 - dice_coefficient: 0.8657
Epoch 12: loss did not improve from 0.10766
370/400 [==========================>...] - ETA: 17s - loss: 0.2004 - dice_coefficient: 0.8658
Epoch 12: loss did not improve from 0.10766
371/400 [==========================>...] - ETA: 16s - loss: 0.2009 - dice_coefficient: 0.8654
Epoch 12: loss did not improve from 0.10766
372/400 [==========================>...] - ETA: 16s - loss: 0.2006 - dice_coefficient: 0.8656
Epoch 12: loss did not improve from 0.10766
373/400 [==========================>...] - ETA: 15s - loss: 0.2005 - dice_coefficient: 0.8657
Epoch 12: loss did not improve from 0.10766
374/400 [===========================>..] - ETA: 14s - loss: 0.2002 - dice_coefficient: 0.8659
Epoch 12: loss did not improve from 0.10766
375/400 [===========================>..] - ETA: 14s - loss: 0.2003 - dice_coefficient: 0.8659
Epoch 12: loss did not improve from 0.10766
376/400 [===========================>..] - ETA: 13s - loss: 0.2003 - dice_coefficient: 0.8658
Epoch 12: loss did not improve from 0.10766
377/400 [===========================>..] - ETA: 13s - loss: 0.2000 - dice_coefficient: 0.8660
Epoch 12: loss did not improve from 0.10766
378/400 [===========================>..] - ETA: 12s - loss: 0.1998 - dice_coefficient: 0.8661
Epoch 12: loss did not improve from 0.10766
379/400 [===========================>..] - ETA: 12s - loss: 0.1997 - dice_coefficient: 0.8661
Epoch 12: loss did not improve from 0.10766
380/400 [===========================>..] - ETA: 11s - loss: 0.2005 - dice_coefficient: 0.8655
Epoch 12: loss did not improve from 0.10766
381/400 [===========================>..] - ETA: 10s - loss: 0.2006 - dice_coefficient: 0.8654
Epoch 12: loss did not improve from 0.10766
382/400 [===========================>..] - ETA: 10s - loss: 0.2010 - dice_coefficient: 0.8650
Epoch 12: loss did not improve from 0.10766
383/400 [===========================>..] - ETA: 9s - loss: 0.2008 - dice_coefficient: 0.8652 
Epoch 12: loss did not improve from 0.10766
384/400 [===========================>..] - ETA: 9s - loss: 0.2011 - dice_coefficient: 0.8650
Epoch 12: loss did not improve from 0.10766
385/400 [===========================>..] - ETA: 8s - loss: 0.2009 - dice_coefficient: 0.8652
Epoch 12: loss did not improve from 0.10766
386/400 [===========================>..] - ETA: 8s - loss: 0.2010 - dice_coefficient: 0.8650
Epoch 12: loss did not improve from 0.10766
387/400 [============================>.] - ETA: 7s - loss: 0.2007 - dice_coefficient: 0.8652
Epoch 12: loss did not improve from 0.10766
388/400 [============================>.] - ETA: 6s - loss: 0.2008 - dice_coefficient: 0.8651
Epoch 12: loss did not improve from 0.10766
389/400 [============================>.] - ETA: 6s - loss: 0.2007 - dice_coefficient: 0.8651
Epoch 12: loss did not improve from 0.10766
390/400 [============================>.] - ETA: 5s - loss: 0.2008 - dice_coefficient: 0.8651
Epoch 12: loss did not improve from 0.10766
391/400 [============================>.] - ETA: 5s - loss: 0.2006 - dice_coefficient: 0.8654
Epoch 12: loss did not improve from 0.10766
392/400 [============================>.] - ETA: 4s - loss: 0.2416 - dice_coefficient: 0.8632
Epoch 12: loss did not improve from 0.10766
393/400 [============================>.] - ETA: 4s - loss: 0.2414 - dice_coefficient: 0.8632
Epoch 12: loss did not improve from 0.10766
394/400 [============================>.] - ETA: 3s - loss: 0.2410 - dice_coefficient: 0.8634
Epoch 12: loss did not improve from 0.10766
395/400 [============================>.] - ETA: 2s - loss: 0.2406 - dice_coefficient: 0.8636
Epoch 12: loss did not improve from 0.10766
396/400 [============================>.] - ETA: 2s - loss: 0.2403 - dice_coefficient: 0.8638
Epoch 12: loss did not improve from 0.10766
397/400 [============================>.] - ETA: 1s - loss: 0.2401 - dice_coefficient: 0.8639
Epoch 12: loss did not improve from 0.10766
398/400 [============================>.] - ETA: 1s - loss: 0.2398 - dice_coefficient: 0.8641
Epoch 12: loss did not improve from 0.10766
399/400 [============================>.] - ETA: 0s - loss: 0.2394 - dice_coefficient: 0.8643
Epoch 12: loss did not improve from 0.10766
400/400 [==============================] - 231s 576ms/step - loss: 0.2390 - dice_coefficient: 0.8644 - val_loss: 0.7009 - val_dice_coefficient: 0.6349 - lr: 1.0000e-04
Epoch 13/30

Epoch 13: loss improved from 0.10766 to 0.09398, saving model to model-0.09.h5
  1/400 [..............................] - ETA: 4:44 - loss: 0.0940 - dice_coefficient: 0.9471
Epoch 13: loss did not improve from 0.09398
  2/400 [..............................] - ETA: 3:44 - loss: 0.1181 - dice_coefficient: 0.9290
Epoch 13: loss did not improve from 0.09398
  3/400 [..............................] - ETA: 3:46 - loss: 0.1142 - dice_coefficient: 0.9324
Epoch 13: loss did not improve from 0.09398
  4/400 [..............................] - ETA: 3:47 - loss: 0.1143 - dice_coefficient: 0.9323
Epoch 13: loss did not improve from 0.09398
  5/400 [..............................] - ETA: 3:46 - loss: 0.1099 - dice_coefficient: 0.9340
Epoch 13: loss did not improve from 0.09398
  6/400 [..............................] - ETA: 3:45 - loss: 0.1478 - dice_coefficient: 0.9014
Epoch 13: loss did not improve from 0.09398
  7/400 [..............................] - ETA: 3:44 - loss: 0.1816 - dice_coefficient: 0.8786
Epoch 13: loss did not improve from 0.09398
  8/400 [..............................] - ETA: 3:43 - loss: 0.2126 - dice_coefficient: 0.8557
Epoch 13: loss did not improve from 0.09398
  9/400 [..............................] - ETA: 3:43 - loss: 0.2019 - dice_coefficient: 0.8626
Epoch 13: loss did not improve from 0.09398
 10/400 [..............................] - ETA: 3:42 - loss: 0.1934 - dice_coefficient: 0.8725
Epoch 13: loss did not improve from 0.09398
 11/400 [..............................] - ETA: 3:42 - loss: 0.1840 - dice_coefficient: 0.8802
Epoch 13: loss did not improve from 0.09398
 12/400 [..............................] - ETA: 3:41 - loss: 0.1809 - dice_coefficient: 0.8797
Epoch 13: loss did not improve from 0.09398
 13/400 [..............................] - ETA: 3:41 - loss: 0.1801 - dice_coefficient: 0.8806
Epoch 13: loss did not improve from 0.09398
 14/400 [>.............................] - ETA: 3:41 - loss: 0.2081 - dice_coefficient: 0.8611
Epoch 13: loss did not improve from 0.09398
 15/400 [>.............................] - ETA: 3:40 - loss: 0.2311 - dice_coefficient: 0.8426
Epoch 13: loss did not improve from 0.09398
 16/400 [>.............................] - ETA: 3:39 - loss: 0.2247 - dice_coefficient: 0.8480
Epoch 13: loss did not improve from 0.09398
 17/400 [>.............................] - ETA: 3:39 - loss: 0.2179 - dice_coefficient: 0.8533
Epoch 13: loss did not improve from 0.09398
 18/400 [>.............................] - ETA: 3:39 - loss: 0.2131 - dice_coefficient: 0.8583
Epoch 13: loss did not improve from 0.09398
 19/400 [>.............................] - ETA: 3:39 - loss: 0.2069 - dice_coefficient: 0.8639
Epoch 13: loss did not improve from 0.09398
 20/400 [>.............................] - ETA: 3:38 - loss: 0.2005 - dice_coefficient: 0.8684
Epoch 13: loss did not improve from 0.09398
 21/400 [>.............................] - ETA: 3:37 - loss: 0.2032 - dice_coefficient: 0.8645
Epoch 13: loss did not improve from 0.09398
 22/400 [>.............................] - ETA: 3:36 - loss: 0.1996 - dice_coefficient: 0.8666
Epoch 13: loss did not improve from 0.09398
 23/400 [>.............................] - ETA: 3:36 - loss: 0.2026 - dice_coefficient: 0.8669
Epoch 13: loss did not improve from 0.09398
 24/400 [>.............................] - ETA: 3:35 - loss: 0.1995 - dice_coefficient: 0.8702
Epoch 13: loss did not improve from 0.09398
 25/400 [>.............................] - ETA: 3:35 - loss: 0.1968 - dice_coefficient: 0.8729
Epoch 13: loss did not improve from 0.09398
 26/400 [>.............................] - ETA: 3:34 - loss: 0.1943 - dice_coefficient: 0.8743
Epoch 13: loss did not improve from 0.09398
 27/400 [=>............................] - ETA: 3:33 - loss: 0.1911 - dice_coefficient: 0.8755
Epoch 13: loss did not improve from 0.09398
 28/400 [=>............................] - ETA: 3:33 - loss: 0.1979 - dice_coefficient: 0.8694
Epoch 13: loss did not improve from 0.09398
 29/400 [=>............................] - ETA: 3:32 - loss: 0.2022 - dice_coefficient: 0.8664
Epoch 13: loss did not improve from 0.09398
 30/400 [=>............................] - ETA: 3:32 - loss: 0.1992 - dice_coefficient: 0.8677
Epoch 13: loss did not improve from 0.09398
 31/400 [=>............................] - ETA: 3:31 - loss: 0.2013 - dice_coefficient: 0.8666
Epoch 13: loss did not improve from 0.09398
 32/400 [=>............................] - ETA: 3:31 - loss: 0.1980 - dice_coefficient: 0.8687
Epoch 13: loss did not improve from 0.09398
 33/400 [=>............................] - ETA: 3:30 - loss: 0.1957 - dice_coefficient: 0.8699
Epoch 13: loss did not improve from 0.09398
 34/400 [=>............................] - ETA: 3:29 - loss: 0.1918 - dice_coefficient: 0.8723
Epoch 13: loss did not improve from 0.09398
 35/400 [=>............................] - ETA: 3:29 - loss: 0.1917 - dice_coefficient: 0.8729
Epoch 13: loss did not improve from 0.09398
 36/400 [=>............................] - ETA: 3:28 - loss: 0.1950 - dice_coefficient: 0.8735
Epoch 13: loss did not improve from 0.09398
 37/400 [=>............................] - ETA: 3:28 - loss: 0.1942 - dice_coefficient: 0.8747
Epoch 13: loss did not improve from 0.09398
 38/400 [=>............................] - ETA: 3:27 - loss: 0.1918 - dice_coefficient: 0.8758
Epoch 13: loss did not improve from 0.09398
 39/400 [=>............................] - ETA: 3:26 - loss: 0.1899 - dice_coefficient: 0.8769
Epoch 13: loss did not improve from 0.09398
 40/400 [==>...........................] - ETA: 3:26 - loss: 0.1871 - dice_coefficient: 0.8791
Epoch 13: loss did not improve from 0.09398
 41/400 [==>...........................] - ETA: 3:25 - loss: 0.1852 - dice_coefficient: 0.8804
Epoch 13: loss did not improve from 0.09398
 42/400 [==>...........................] - ETA: 3:25 - loss: 0.1844 - dice_coefficient: 0.8804
Epoch 13: loss did not improve from 0.09398
 43/400 [==>...........................] - ETA: 3:24 - loss: 0.1837 - dice_coefficient: 0.8805
Epoch 13: loss did not improve from 0.09398
 44/400 [==>...........................] - ETA: 3:24 - loss: 0.1869 - dice_coefficient: 0.8771
Epoch 13: loss did not improve from 0.09398
 45/400 [==>...........................] - ETA: 3:24 - loss: 0.1842 - dice_coefficient: 0.8790
Epoch 13: loss did not improve from 0.09398
 46/400 [==>...........................] - ETA: 3:23 - loss: 0.1833 - dice_coefficient: 0.8792
Epoch 13: loss did not improve from 0.09398
 47/400 [==>...........................] - ETA: 3:23 - loss: 0.1819 - dice_coefficient: 0.8801
Epoch 13: loss did not improve from 0.09398
 48/400 [==>...........................] - ETA: 3:22 - loss: 0.2009 - dice_coefficient: 0.8690
Epoch 13: loss did not improve from 0.09398
 49/400 [==>...........................] - ETA: 3:22 - loss: 0.1988 - dice_coefficient: 0.8701
Epoch 13: loss did not improve from 0.09398
 50/400 [==>...........................] - ETA: 3:21 - loss: 0.1994 - dice_coefficient: 0.8701
Epoch 13: loss did not improve from 0.09398
 51/400 [==>...........................] - ETA: 3:20 - loss: 0.2032 - dice_coefficient: 0.8695
Epoch 13: loss did not improve from 0.09398
 52/400 [==>...........................] - ETA: 3:20 - loss: 0.2012 - dice_coefficient: 0.8705
Epoch 13: loss did not improve from 0.09398
 53/400 [==>...........................] - ETA: 3:19 - loss: 0.2014 - dice_coefficient: 0.8697
Epoch 13: loss did not improve from 0.09398
 54/400 [===>..........................] - ETA: 3:19 - loss: 0.2001 - dice_coefficient: 0.8709
Epoch 13: loss did not improve from 0.09398
 55/400 [===>..........................] - ETA: 3:18 - loss: 0.2060 - dice_coefficient: 0.8662
Epoch 13: loss did not improve from 0.09398
 56/400 [===>..........................] - ETA: 3:18 - loss: 0.2040 - dice_coefficient: 0.8676
Epoch 13: loss did not improve from 0.09398
 57/400 [===>..........................] - ETA: 3:17 - loss: 0.2027 - dice_coefficient: 0.8686
Epoch 13: loss did not improve from 0.09398
 58/400 [===>..........................] - ETA: 3:17 - loss: 0.2000 - dice_coefficient: 0.8703
Epoch 13: loss did not improve from 0.09398
 59/400 [===>..........................] - ETA: 3:16 - loss: 0.2003 - dice_coefficient: 0.8697
Epoch 13: loss did not improve from 0.09398
 60/400 [===>..........................] - ETA: 3:16 - loss: 0.1996 - dice_coefficient: 0.8704
Epoch 13: loss did not improve from 0.09398
 61/400 [===>..........................] - ETA: 3:15 - loss: 0.1980 - dice_coefficient: 0.8716
Epoch 13: loss did not improve from 0.09398
 62/400 [===>..........................] - ETA: 3:15 - loss: 0.1973 - dice_coefficient: 0.8724
Epoch 13: loss did not improve from 0.09398
 63/400 [===>..........................] - ETA: 3:14 - loss: 0.1966 - dice_coefficient: 0.8731
Epoch 13: loss did not improve from 0.09398
 64/400 [===>..........................] - ETA: 3:14 - loss: 0.1974 - dice_coefficient: 0.8718
Epoch 13: loss did not improve from 0.09398
 65/400 [===>..........................] - ETA: 3:13 - loss: 0.1959 - dice_coefficient: 0.8727
Epoch 13: loss did not improve from 0.09398
 66/400 [===>..........................] - ETA: 3:12 - loss: 0.1948 - dice_coefficient: 0.8733
Epoch 13: loss did not improve from 0.09398
 67/400 [====>.........................] - ETA: 3:12 - loss: 0.1947 - dice_coefficient: 0.8743
Epoch 13: loss did not improve from 0.09398
 68/400 [====>.........................] - ETA: 3:11 - loss: 0.1955 - dice_coefficient: 0.8730
Epoch 13: loss did not improve from 0.09398
 69/400 [====>.........................] - ETA: 3:11 - loss: 0.1952 - dice_coefficient: 0.8731
Epoch 13: loss did not improve from 0.09398
 70/400 [====>.........................] - ETA: 3:10 - loss: 0.1967 - dice_coefficient: 0.8736
Epoch 13: loss did not improve from 0.09398
 71/400 [====>.........................] - ETA: 3:09 - loss: 0.1951 - dice_coefficient: 0.8747
Epoch 13: loss did not improve from 0.09398
 72/400 [====>.........................] - ETA: 3:09 - loss: 0.1932 - dice_coefficient: 0.8759
Epoch 13: loss did not improve from 0.09398
 73/400 [====>.........................] - ETA: 3:08 - loss: 0.1921 - dice_coefficient: 0.8764
Epoch 13: loss did not improve from 0.09398
 74/400 [====>.........................] - ETA: 3:08 - loss: 0.1926 - dice_coefficient: 0.8755
Epoch 13: loss did not improve from 0.09398
 75/400 [====>.........................] - ETA: 3:07 - loss: 0.1906 - dice_coefficient: 0.8769
Epoch 13: loss did not improve from 0.09398
 76/400 [====>.........................] - ETA: 3:06 - loss: 0.1923 - dice_coefficient: 0.8751
Epoch 13: loss did not improve from 0.09398
 77/400 [====>.........................] - ETA: 3:06 - loss: 0.1917 - dice_coefficient: 0.8759
Epoch 13: loss did not improve from 0.09398
 78/400 [====>.........................] - ETA: 3:05 - loss: 0.1906 - dice_coefficient: 0.8767
Epoch 13: loss did not improve from 0.09398
 79/400 [====>.........................] - ETA: 3:05 - loss: 0.1893 - dice_coefficient: 0.8776
Epoch 13: loss did not improve from 0.09398
 80/400 [=====>........................] - ETA: 3:04 - loss: 0.1895 - dice_coefficient: 0.8782
Epoch 13: loss did not improve from 0.09398
 81/400 [=====>........................] - ETA: 3:04 - loss: 0.1882 - dice_coefficient: 0.8790
Epoch 13: loss did not improve from 0.09398
 82/400 [=====>........................] - ETA: 3:03 - loss: 0.1875 - dice_coefficient: 0.8795
Epoch 13: loss did not improve from 0.09398
 83/400 [=====>........................] - ETA: 3:02 - loss: 0.1860 - dice_coefficient: 0.8803
Epoch 13: loss did not improve from 0.09398
 84/400 [=====>........................] - ETA: 3:02 - loss: 0.1850 - dice_coefficient: 0.8807
Epoch 13: loss did not improve from 0.09398
 85/400 [=====>........................] - ETA: 3:01 - loss: 0.1863 - dice_coefficient: 0.8796
Epoch 13: loss did not improve from 0.09398
 86/400 [=====>........................] - ETA: 3:01 - loss: 0.1855 - dice_coefficient: 0.8801
Epoch 13: loss did not improve from 0.09398
 87/400 [=====>........................] - ETA: 3:00 - loss: 0.1847 - dice_coefficient: 0.8803
Epoch 13: loss did not improve from 0.09398
 88/400 [=====>........................] - ETA: 3:00 - loss: 0.1853 - dice_coefficient: 0.8797
Epoch 13: loss did not improve from 0.09398
 89/400 [=====>........................] - ETA: 2:59 - loss: 0.1847 - dice_coefficient: 0.8798
Epoch 13: loss did not improve from 0.09398
 90/400 [=====>........................] - ETA: 2:59 - loss: 0.1845 - dice_coefficient: 0.8802
Epoch 13: loss did not improve from 0.09398
 91/400 [=====>........................] - ETA: 2:58 - loss: 0.1841 - dice_coefficient: 0.8802
Epoch 13: loss did not improve from 0.09398
 92/400 [=====>........................] - ETA: 2:57 - loss: 0.1851 - dice_coefficient: 0.8791
Epoch 13: loss did not improve from 0.09398
 93/400 [=====>........................] - ETA: 2:57 - loss: 0.1867 - dice_coefficient: 0.8776
Epoch 13: loss did not improve from 0.09398
 94/400 [======>.......................] - ETA: 2:56 - loss: 0.1862 - dice_coefficient: 0.8778
Epoch 13: loss did not improve from 0.09398
 95/400 [======>.......................] - ETA: 2:56 - loss: 0.1863 - dice_coefficient: 0.8777
Epoch 13: loss did not improve from 0.09398
 96/400 [======>.......................] - ETA: 2:55 - loss: 0.1881 - dice_coefficient: 0.8762
Epoch 13: loss did not improve from 0.09398
 97/400 [======>.......................] - ETA: 2:55 - loss: 0.1875 - dice_coefficient: 0.8768
Epoch 13: loss did not improve from 0.09398
 98/400 [======>.......................] - ETA: 2:54 - loss: 0.1867 - dice_coefficient: 0.8775
Epoch 13: loss did not improve from 0.09398
 99/400 [======>.......................] - ETA: 2:53 - loss: 0.1862 - dice_coefficient: 0.8777
Epoch 13: loss did not improve from 0.09398
100/400 [======>.......................] - ETA: 2:53 - loss: 0.1853 - dice_coefficient: 0.8783
Epoch 13: loss did not improve from 0.09398
101/400 [======>.......................] - ETA: 2:52 - loss: 0.1897 - dice_coefficient: 0.8759
Epoch 13: loss did not improve from 0.09398
102/400 [======>.......................] - ETA: 2:52 - loss: 0.1892 - dice_coefficient: 0.8763
Epoch 13: loss did not improve from 0.09398
103/400 [======>.......................] - ETA: 2:51 - loss: 0.1891 - dice_coefficient: 0.8765
Epoch 13: loss did not improve from 0.09398
104/400 [======>.......................] - ETA: 2:50 - loss: 0.1892 - dice_coefficient: 0.8762
Epoch 13: loss did not improve from 0.09398
105/400 [======>.......................] - ETA: 2:50 - loss: 0.1892 - dice_coefficient: 0.8763
Epoch 13: loss did not improve from 0.09398
106/400 [======>.......................] - ETA: 2:49 - loss: 0.1880 - dice_coefficient: 0.8771
Epoch 13: loss did not improve from 0.09398
107/400 [=======>......................] - ETA: 2:49 - loss: 0.1884 - dice_coefficient: 0.8768
Epoch 13: loss did not improve from 0.09398
108/400 [=======>......................] - ETA: 2:48 - loss: 0.1878 - dice_coefficient: 0.8773
Epoch 13: loss did not improve from 0.09398
109/400 [=======>......................] - ETA: 2:48 - loss: 0.1870 - dice_coefficient: 0.8780
Epoch 13: loss did not improve from 0.09398
110/400 [=======>......................] - ETA: 2:47 - loss: 0.1861 - dice_coefficient: 0.8788
Epoch 13: loss did not improve from 0.09398
111/400 [=======>......................] - ETA: 2:46 - loss: 0.1849 - dice_coefficient: 0.8796
Epoch 13: loss did not improve from 0.09398
112/400 [=======>......................] - ETA: 2:46 - loss: 0.1848 - dice_coefficient: 0.8801
Epoch 13: loss did not improve from 0.09398
113/400 [=======>......................] - ETA: 2:45 - loss: 0.1849 - dice_coefficient: 0.8797
Epoch 13: loss did not improve from 0.09398
114/400 [=======>......................] - ETA: 2:45 - loss: 0.1848 - dice_coefficient: 0.8796
Epoch 13: loss did not improve from 0.09398
115/400 [=======>......................] - ETA: 2:44 - loss: 0.1844 - dice_coefficient: 0.8798
Epoch 13: loss did not improve from 0.09398
116/400 [=======>......................] - ETA: 2:43 - loss: 0.1847 - dice_coefficient: 0.8795
Epoch 13: loss did not improve from 0.09398
117/400 [=======>......................] - ETA: 2:43 - loss: 0.1840 - dice_coefficient: 0.8799
Epoch 13: loss did not improve from 0.09398
118/400 [=======>......................] - ETA: 2:42 - loss: 0.1838 - dice_coefficient: 0.8801
Epoch 13: loss did not improve from 0.09398
119/400 [=======>......................] - ETA: 2:42 - loss: 0.1832 - dice_coefficient: 0.8804
Epoch 13: loss did not improve from 0.09398
120/400 [========>.....................] - ETA: 2:41 - loss: 0.1829 - dice_coefficient: 0.8807
Epoch 13: loss did not improve from 0.09398
121/400 [========>.....................] - ETA: 2:41 - loss: 0.1821 - dice_coefficient: 0.8812
Epoch 13: loss did not improve from 0.09398
122/400 [========>.....................] - ETA: 2:40 - loss: 0.1833 - dice_coefficient: 0.8801
Epoch 13: loss did not improve from 0.09398
123/400 [========>.....................] - ETA: 2:39 - loss: 0.1832 - dice_coefficient: 0.8803
Epoch 13: loss did not improve from 0.09398
124/400 [========>.....................] - ETA: 2:39 - loss: 0.1834 - dice_coefficient: 0.8801
Epoch 13: loss did not improve from 0.09398
125/400 [========>.....................] - ETA: 2:38 - loss: 0.1829 - dice_coefficient: 0.8806
Epoch 13: loss did not improve from 0.09398
126/400 [========>.....................] - ETA: 2:38 - loss: 0.1823 - dice_coefficient: 0.8810
Epoch 13: loss did not improve from 0.09398
127/400 [========>.....................] - ETA: 2:37 - loss: 0.1827 - dice_coefficient: 0.8805
Epoch 13: loss did not improve from 0.09398
128/400 [========>.....................] - ETA: 2:36 - loss: 0.1838 - dice_coefficient: 0.8794
Epoch 13: loss did not improve from 0.09398
129/400 [========>.....................] - ETA: 2:36 - loss: 0.1831 - dice_coefficient: 0.8799
Epoch 13: loss did not improve from 0.09398
130/400 [========>.....................] - ETA: 2:35 - loss: 0.1877 - dice_coefficient: 0.8767
Epoch 13: loss did not improve from 0.09398
131/400 [========>.....................] - ETA: 2:35 - loss: 0.1882 - dice_coefficient: 0.8763
Epoch 13: loss did not improve from 0.09398
132/400 [========>.....................] - ETA: 2:34 - loss: 0.1877 - dice_coefficient: 0.8765
Epoch 13: loss did not improve from 0.09398
133/400 [========>.....................] - ETA: 2:33 - loss: 0.1870 - dice_coefficient: 0.8769
Epoch 13: loss did not improve from 0.09398
134/400 [=========>....................] - ETA: 2:33 - loss: 0.1865 - dice_coefficient: 0.8772
Epoch 13: loss did not improve from 0.09398
135/400 [=========>....................] - ETA: 2:32 - loss: 0.1917 - dice_coefficient: 0.8738
Epoch 13: loss did not improve from 0.09398
136/400 [=========>....................] - ETA: 2:32 - loss: 0.1920 - dice_coefficient: 0.8734
Epoch 13: loss did not improve from 0.09398
137/400 [=========>....................] - ETA: 2:31 - loss: 0.1922 - dice_coefficient: 0.8730
Epoch 13: loss did not improve from 0.09398
138/400 [=========>....................] - ETA: 2:30 - loss: 0.1919 - dice_coefficient: 0.8730
Epoch 13: loss did not improve from 0.09398
139/400 [=========>....................] - ETA: 2:30 - loss: 0.1912 - dice_coefficient: 0.8734
Epoch 13: loss did not improve from 0.09398
140/400 [=========>....................] - ETA: 2:29 - loss: 0.1905 - dice_coefficient: 0.8737
Epoch 13: loss did not improve from 0.09398
141/400 [=========>....................] - ETA: 2:29 - loss: 0.1908 - dice_coefficient: 0.8732
Epoch 13: loss did not improve from 0.09398
142/400 [=========>....................] - ETA: 2:28 - loss: 0.1906 - dice_coefficient: 0.8732
Epoch 13: loss did not improve from 0.09398
143/400 [=========>....................] - ETA: 2:28 - loss: 0.1899 - dice_coefficient: 0.8736
Epoch 13: loss did not improve from 0.09398
144/400 [=========>....................] - ETA: 2:27 - loss: 0.1894 - dice_coefficient: 0.8739
Epoch 13: loss did not improve from 0.09398
145/400 [=========>....................] - ETA: 2:26 - loss: 0.1899 - dice_coefficient: 0.8733
Epoch 13: loss did not improve from 0.09398
146/400 [=========>....................] - ETA: 2:26 - loss: 0.1903 - dice_coefficient: 0.8728
Epoch 13: loss did not improve from 0.09398
147/400 [==========>...................] - ETA: 2:25 - loss: 0.1950 - dice_coefficient: 0.8698
Epoch 13: loss did not improve from 0.09398
148/400 [==========>...................] - ETA: 2:25 - loss: 0.1949 - dice_coefficient: 0.8698
Epoch 13: loss did not improve from 0.09398
149/400 [==========>...................] - ETA: 2:24 - loss: 0.1946 - dice_coefficient: 0.8702
Epoch 13: loss did not improve from 0.09398
150/400 [==========>...................] - ETA: 2:23 - loss: 0.1949 - dice_coefficient: 0.8701
Epoch 13: loss did not improve from 0.09398
151/400 [==========>...................] - ETA: 2:23 - loss: 0.1942 - dice_coefficient: 0.8705
Epoch 13: loss did not improve from 0.09398
152/400 [==========>...................] - ETA: 2:22 - loss: 0.1942 - dice_coefficient: 0.8708
Epoch 13: loss did not improve from 0.09398
153/400 [==========>...................] - ETA: 2:22 - loss: 0.1939 - dice_coefficient: 0.8711
Epoch 13: loss did not improve from 0.09398
154/400 [==========>...................] - ETA: 2:21 - loss: 0.1974 - dice_coefficient: 0.8687
Epoch 13: loss did not improve from 0.09398
155/400 [==========>...................] - ETA: 2:21 - loss: 0.1969 - dice_coefficient: 0.8691
Epoch 13: loss did not improve from 0.09398
156/400 [==========>...................] - ETA: 2:20 - loss: 0.1979 - dice_coefficient: 0.8687
Epoch 13: loss did not improve from 0.09398
157/400 [==========>...................] - ETA: 2:19 - loss: 0.1979 - dice_coefficient: 0.8688
Epoch 13: loss did not improve from 0.09398
158/400 [==========>...................] - ETA: 2:19 - loss: 0.1975 - dice_coefficient: 0.8691
Epoch 13: loss did not improve from 0.09398
159/400 [==========>...................] - ETA: 2:18 - loss: 0.1971 - dice_coefficient: 0.8693
Epoch 13: loss did not improve from 0.09398
160/400 [===========>..................] - ETA: 2:18 - loss: 0.1970 - dice_coefficient: 0.8697
Epoch 13: loss did not improve from 0.09398
161/400 [===========>..................] - ETA: 2:17 - loss: 0.2020 - dice_coefficient: 0.8668
Epoch 13: loss did not improve from 0.09398
162/400 [===========>..................] - ETA: 2:17 - loss: 0.2017 - dice_coefficient: 0.8668
Epoch 13: loss did not improve from 0.09398
163/400 [===========>..................] - ETA: 2:16 - loss: 0.2012 - dice_coefficient: 0.8673
Epoch 13: loss did not improve from 0.09398
164/400 [===========>..................] - ETA: 2:15 - loss: 0.2035 - dice_coefficient: 0.8655
Epoch 13: loss did not improve from 0.09398
165/400 [===========>..................] - ETA: 2:15 - loss: 0.2033 - dice_coefficient: 0.8655
Epoch 13: loss did not improve from 0.09398
166/400 [===========>..................] - ETA: 2:14 - loss: 0.2027 - dice_coefficient: 0.8661
Epoch 13: loss did not improve from 0.09398
167/400 [===========>..................] - ETA: 2:14 - loss: 0.2019 - dice_coefficient: 0.8665
Epoch 13: loss did not improve from 0.09398
168/400 [===========>..................] - ETA: 2:13 - loss: 0.2010 - dice_coefficient: 0.8671
Epoch 13: loss did not improve from 0.09398
169/400 [===========>..................] - ETA: 2:12 - loss: 0.2003 - dice_coefficient: 0.8676
Epoch 13: loss did not improve from 0.09398
170/400 [===========>..................] - ETA: 2:12 - loss: 0.1999 - dice_coefficient: 0.8680
Epoch 13: loss did not improve from 0.09398
171/400 [===========>..................] - ETA: 2:11 - loss: 0.1996 - dice_coefficient: 0.8682
Epoch 13: loss did not improve from 0.09398
172/400 [===========>..................] - ETA: 2:11 - loss: 0.1989 - dice_coefficient: 0.8687
Epoch 13: loss did not improve from 0.09398
173/400 [===========>..................] - ETA: 2:10 - loss: 0.2036 - dice_coefficient: 0.8661
Epoch 13: loss did not improve from 0.09398
174/400 [============>.................] - ETA: 2:10 - loss: 0.2033 - dice_coefficient: 0.8664
Epoch 13: loss did not improve from 0.09398
175/400 [============>.................] - ETA: 2:09 - loss: 0.2030 - dice_coefficient: 0.8667
Epoch 13: loss did not improve from 0.09398
176/400 [============>.................] - ETA: 2:08 - loss: 0.2023 - dice_coefficient: 0.8671
Epoch 13: loss did not improve from 0.09398
177/400 [============>.................] - ETA: 2:08 - loss: 0.2022 - dice_coefficient: 0.8674
Epoch 13: loss did not improve from 0.09398
178/400 [============>.................] - ETA: 2:07 - loss: 0.2016 - dice_coefficient: 0.8676
Epoch 13: loss did not improve from 0.09398
179/400 [============>.................] - ETA: 2:07 - loss: 0.2016 - dice_coefficient: 0.8678
Epoch 13: loss did not improve from 0.09398
180/400 [============>.................] - ETA: 2:06 - loss: 0.2012 - dice_coefficient: 0.8681
Epoch 13: loss did not improve from 0.09398
181/400 [============>.................] - ETA: 2:06 - loss: 0.2007 - dice_coefficient: 0.8686
Epoch 13: loss did not improve from 0.09398
182/400 [============>.................] - ETA: 2:05 - loss: 0.2003 - dice_coefficient: 0.8690
Epoch 13: loss did not improve from 0.09398
183/400 [============>.................] - ETA: 2:04 - loss: 0.1996 - dice_coefficient: 0.8694
Epoch 13: loss did not improve from 0.09398
184/400 [============>.................] - ETA: 2:04 - loss: 0.2005 - dice_coefficient: 0.8685
Epoch 13: loss did not improve from 0.09398
185/400 [============>.................] - ETA: 2:03 - loss: 0.2001 - dice_coefficient: 0.8688
Epoch 13: loss did not improve from 0.09398
186/400 [============>.................] - ETA: 2:03 - loss: 0.2050 - dice_coefficient: 0.8662
Epoch 13: loss did not improve from 0.09398
187/400 [=============>................] - ETA: 2:02 - loss: 0.2046 - dice_coefficient: 0.8666
Epoch 13: loss did not improve from 0.09398
188/400 [=============>................] - ETA: 2:01 - loss: 0.2043 - dice_coefficient: 0.8669
Epoch 13: loss did not improve from 0.09398
189/400 [=============>................] - ETA: 2:01 - loss: 0.2035 - dice_coefficient: 0.8674
Epoch 13: loss did not improve from 0.09398
190/400 [=============>................] - ETA: 2:00 - loss: 0.2030 - dice_coefficient: 0.8678
Epoch 13: loss did not improve from 0.09398
191/400 [=============>................] - ETA: 2:00 - loss: 0.2026 - dice_coefficient: 0.8681
Epoch 13: loss did not improve from 0.09398
192/400 [=============>................] - ETA: 1:59 - loss: 0.2019 - dice_coefficient: 0.8685
Epoch 13: loss did not improve from 0.09398
193/400 [=============>................] - ETA: 1:59 - loss: 0.2014 - dice_coefficient: 0.8689
Epoch 13: loss did not improve from 0.09398
194/400 [=============>................] - ETA: 1:58 - loss: 0.2009 - dice_coefficient: 0.8693
Epoch 13: loss did not improve from 0.09398
195/400 [=============>................] - ETA: 1:57 - loss: 0.2017 - dice_coefficient: 0.8686
Epoch 13: loss did not improve from 0.09398
196/400 [=============>................] - ETA: 1:57 - loss: 0.2012 - dice_coefficient: 0.8689
Epoch 13: loss did not improve from 0.09398
197/400 [=============>................] - ETA: 1:56 - loss: 0.2013 - dice_coefficient: 0.8687
Epoch 13: loss did not improve from 0.09398
198/400 [=============>................] - ETA: 1:56 - loss: 0.2013 - dice_coefficient: 0.8686
Epoch 13: loss did not improve from 0.09398
199/400 [=============>................] - ETA: 1:55 - loss: 0.2017 - dice_coefficient: 0.8681
Epoch 13: loss did not improve from 0.09398
200/400 [==============>...............] - ETA: 1:55 - loss: 0.2017 - dice_coefficient: 0.8680
Epoch 13: loss did not improve from 0.09398
201/400 [==============>...............] - ETA: 1:54 - loss: 0.2010 - dice_coefficient: 0.8684
Epoch 13: loss did not improve from 0.09398
202/400 [==============>...............] - ETA: 1:53 - loss: 0.2010 - dice_coefficient: 0.8685
Epoch 13: loss did not improve from 0.09398
203/400 [==============>...............] - ETA: 1:53 - loss: 0.2009 - dice_coefficient: 0.8686
Epoch 13: loss did not improve from 0.09398
204/400 [==============>...............] - ETA: 1:52 - loss: 0.2012 - dice_coefficient: 0.8682
Epoch 13: loss did not improve from 0.09398
205/400 [==============>...............] - ETA: 1:52 - loss: 0.2010 - dice_coefficient: 0.8683
Epoch 13: loss did not improve from 0.09398
206/400 [==============>...............] - ETA: 1:51 - loss: 0.2005 - dice_coefficient: 0.8686
Epoch 13: loss did not improve from 0.09398
207/400 [==============>...............] - ETA: 1:50 - loss: 0.2003 - dice_coefficient: 0.8687
Epoch 13: loss did not improve from 0.09398
208/400 [==============>...............] - ETA: 1:50 - loss: 0.2003 - dice_coefficient: 0.8685
Epoch 13: loss did not improve from 0.09398
209/400 [==============>...............] - ETA: 1:49 - loss: 0.2000 - dice_coefficient: 0.8687
Epoch 13: loss did not improve from 0.09398
210/400 [==============>...............] - ETA: 1:49 - loss: 0.1995 - dice_coefficient: 0.8690
Epoch 13: loss did not improve from 0.09398
211/400 [==============>...............] - ETA: 1:48 - loss: 0.1988 - dice_coefficient: 0.8694
Epoch 13: loss did not improve from 0.09398
212/400 [==============>...............] - ETA: 1:48 - loss: 0.1984 - dice_coefficient: 0.8698
Epoch 13: loss did not improve from 0.09398
213/400 [==============>...............] - ETA: 1:47 - loss: 0.1982 - dice_coefficient: 0.8698
Epoch 13: loss did not improve from 0.09398
214/400 [===============>..............] - ETA: 1:46 - loss: 0.1975 - dice_coefficient: 0.8703
Epoch 13: loss did not improve from 0.09398
215/400 [===============>..............] - ETA: 1:46 - loss: 0.1969 - dice_coefficient: 0.8707
Epoch 13: loss did not improve from 0.09398
216/400 [===============>..............] - ETA: 1:45 - loss: 0.1962 - dice_coefficient: 0.8711
Epoch 13: loss did not improve from 0.09398
217/400 [===============>..............] - ETA: 1:45 - loss: 0.1957 - dice_coefficient: 0.8714
Epoch 13: loss did not improve from 0.09398
218/400 [===============>..............] - ETA: 1:44 - loss: 0.1978 - dice_coefficient: 0.8699
Epoch 13: loss did not improve from 0.09398
219/400 [===============>..............] - ETA: 1:44 - loss: 0.1972 - dice_coefficient: 0.8703
Epoch 13: loss did not improve from 0.09398
220/400 [===============>..............] - ETA: 1:43 - loss: 0.1967 - dice_coefficient: 0.8708
Epoch 13: loss did not improve from 0.09398
221/400 [===============>..............] - ETA: 1:42 - loss: 0.1976 - dice_coefficient: 0.8699
Epoch 13: loss did not improve from 0.09398
222/400 [===============>..............] - ETA: 1:42 - loss: 0.1991 - dice_coefficient: 0.8689
Epoch 13: loss did not improve from 0.09398
223/400 [===============>..............] - ETA: 1:41 - loss: 0.1987 - dice_coefficient: 0.8693
Epoch 13: loss did not improve from 0.09398
224/400 [===============>..............] - ETA: 1:41 - loss: 0.1984 - dice_coefficient: 0.8696
Epoch 13: loss did not improve from 0.09398
225/400 [===============>..............] - ETA: 1:40 - loss: 0.1984 - dice_coefficient: 0.8694
Epoch 13: loss did not improve from 0.09398
226/400 [===============>..............] - ETA: 1:40 - loss: 0.1983 - dice_coefficient: 0.8694
Epoch 13: loss did not improve from 0.09398
227/400 [================>.............] - ETA: 1:39 - loss: 0.1979 - dice_coefficient: 0.8697
Epoch 13: loss did not improve from 0.09398
228/400 [================>.............] - ETA: 1:38 - loss: 0.1974 - dice_coefficient: 0.8699
Epoch 13: loss did not improve from 0.09398
229/400 [================>.............] - ETA: 1:38 - loss: 0.1971 - dice_coefficient: 0.8701
Epoch 13: loss did not improve from 0.09398
230/400 [================>.............] - ETA: 1:37 - loss: 0.1970 - dice_coefficient: 0.8702
Epoch 13: loss did not improve from 0.09398
231/400 [================>.............] - ETA: 1:37 - loss: 0.1968 - dice_coefficient: 0.8703
Epoch 13: loss did not improve from 0.09398
232/400 [================>.............] - ETA: 1:36 - loss: 0.1969 - dice_coefficient: 0.8700
Epoch 13: loss did not improve from 0.09398
233/400 [================>.............] - ETA: 1:35 - loss: 0.1966 - dice_coefficient: 0.8703
Epoch 13: loss did not improve from 0.09398
234/400 [================>.............] - ETA: 1:35 - loss: 0.1964 - dice_coefficient: 0.8704
Epoch 13: loss did not improve from 0.09398
235/400 [================>.............] - ETA: 1:34 - loss: 0.1965 - dice_coefficient: 0.8702
Epoch 13: loss did not improve from 0.09398
236/400 [================>.............] - ETA: 1:34 - loss: 0.2645 - dice_coefficient: 0.8665
Epoch 13: loss did not improve from 0.09398
237/400 [================>.............] - ETA: 1:33 - loss: 0.2637 - dice_coefficient: 0.8668
Epoch 13: loss did not improve from 0.09398
238/400 [================>.............] - ETA: 1:33 - loss: 0.2631 - dice_coefficient: 0.8670
Epoch 13: loss did not improve from 0.09398
239/400 [================>.............] - ETA: 1:32 - loss: 0.2625 - dice_coefficient: 0.8673
Epoch 13: loss did not improve from 0.09398
240/400 [=================>............] - ETA: 1:31 - loss: 0.2622 - dice_coefficient: 0.8674
Epoch 13: loss did not improve from 0.09398
241/400 [=================>............] - ETA: 1:31 - loss: 0.2632 - dice_coefficient: 0.8665
Epoch 13: loss did not improve from 0.09398
242/400 [=================>............] - ETA: 1:30 - loss: 0.2629 - dice_coefficient: 0.8664
Epoch 13: loss did not improve from 0.09398
243/400 [=================>............] - ETA: 1:30 - loss: 0.2623 - dice_coefficient: 0.8667
Epoch 13: loss did not improve from 0.09398
244/400 [=================>............] - ETA: 1:29 - loss: 0.2619 - dice_coefficient: 0.8669
Epoch 13: loss did not improve from 0.09398
245/400 [=================>............] - ETA: 1:29 - loss: 0.2617 - dice_coefficient: 0.8667
Epoch 13: loss did not improve from 0.09398
246/400 [=================>............] - ETA: 1:28 - loss: 0.2613 - dice_coefficient: 0.8670
Epoch 13: loss did not improve from 0.09398
247/400 [=================>............] - ETA: 1:27 - loss: 0.2612 - dice_coefficient: 0.8667
Epoch 13: loss did not improve from 0.09398
248/400 [=================>............] - ETA: 1:27 - loss: 0.2609 - dice_coefficient: 0.8670
Epoch 13: loss did not improve from 0.09398
249/400 [=================>............] - ETA: 1:26 - loss: 0.2603 - dice_coefficient: 0.8671
Epoch 13: loss did not improve from 0.09398
250/400 [=================>............] - ETA: 1:26 - loss: 0.2595 - dice_coefficient: 0.8675
Epoch 13: loss did not improve from 0.09398
251/400 [=================>............] - ETA: 1:25 - loss: 0.2589 - dice_coefficient: 0.8677
Epoch 13: loss did not improve from 0.09398
252/400 [=================>............] - ETA: 1:25 - loss: 0.2586 - dice_coefficient: 0.8679
Epoch 13: loss did not improve from 0.09398
253/400 [=================>............] - ETA: 1:24 - loss: 0.2583 - dice_coefficient: 0.8680
Epoch 13: loss did not improve from 0.09398
254/400 [==================>...........] - ETA: 1:23 - loss: 0.2579 - dice_coefficient: 0.8681
Epoch 13: loss did not improve from 0.09398
255/400 [==================>...........] - ETA: 1:23 - loss: 0.2571 - dice_coefficient: 0.8684
Epoch 13: loss did not improve from 0.09398
256/400 [==================>...........] - ETA: 1:22 - loss: 0.2569 - dice_coefficient: 0.8686
Epoch 13: loss did not improve from 0.09398
257/400 [==================>...........] - ETA: 1:22 - loss: 0.2562 - dice_coefficient: 0.8689
Epoch 13: loss did not improve from 0.09398
258/400 [==================>...........] - ETA: 1:21 - loss: 0.2558 - dice_coefficient: 0.8690
Epoch 13: loss did not improve from 0.09398
259/400 [==================>...........] - ETA: 1:21 - loss: 0.2551 - dice_coefficient: 0.8693
Epoch 13: loss did not improve from 0.09398
260/400 [==================>...........] - ETA: 1:20 - loss: 0.2548 - dice_coefficient: 0.8693
Epoch 13: loss did not improve from 0.09398
261/400 [==================>...........] - ETA: 1:19 - loss: 0.2542 - dice_coefficient: 0.8695
Epoch 13: loss did not improve from 0.09398
262/400 [==================>...........] - ETA: 1:19 - loss: 0.2538 - dice_coefficient: 0.8697
Epoch 13: loss did not improve from 0.09398
263/400 [==================>...........] - ETA: 1:18 - loss: 0.2532 - dice_coefficient: 0.8699
Epoch 13: loss did not improve from 0.09398
264/400 [==================>...........] - ETA: 1:18 - loss: 0.2533 - dice_coefficient: 0.8697
Epoch 13: loss did not improve from 0.09398
265/400 [==================>...........] - ETA: 1:17 - loss: 0.2527 - dice_coefficient: 0.8699
Epoch 13: loss did not improve from 0.09398
266/400 [==================>...........] - ETA: 1:17 - loss: 0.2524 - dice_coefficient: 0.8699
Epoch 13: loss did not improve from 0.09398
267/400 [===================>..........] - ETA: 1:16 - loss: 0.2522 - dice_coefficient: 0.8700
Epoch 13: loss did not improve from 0.09398
268/400 [===================>..........] - ETA: 1:15 - loss: 0.2518 - dice_coefficient: 0.8703
Epoch 13: loss did not improve from 0.09398
269/400 [===================>..........] - ETA: 1:15 - loss: 0.2516 - dice_coefficient: 0.8701
Epoch 13: loss did not improve from 0.09398
270/400 [===================>..........] - ETA: 1:14 - loss: 0.2513 - dice_coefficient: 0.8704
Epoch 13: loss did not improve from 0.09398
271/400 [===================>..........] - ETA: 1:14 - loss: 0.2509 - dice_coefficient: 0.8704
Epoch 13: loss did not improve from 0.09398
272/400 [===================>..........] - ETA: 1:13 - loss: 0.2506 - dice_coefficient: 0.8704
Epoch 13: loss did not improve from 0.09398
273/400 [===================>..........] - ETA: 1:13 - loss: 0.2502 - dice_coefficient: 0.8704
Epoch 13: loss did not improve from 0.09398
274/400 [===================>..........] - ETA: 1:12 - loss: 0.2495 - dice_coefficient: 0.8707
Epoch 13: loss did not improve from 0.09398
275/400 [===================>..........] - ETA: 1:11 - loss: 0.2503 - dice_coefficient: 0.8700
Epoch 13: loss did not improve from 0.09398
276/400 [===================>..........] - ETA: 1:11 - loss: 0.2502 - dice_coefficient: 0.8699
Epoch 13: loss did not improve from 0.09398
277/400 [===================>..........] - ETA: 1:10 - loss: 0.2502 - dice_coefficient: 0.8700
Epoch 13: loss did not improve from 0.09398
278/400 [===================>..........] - ETA: 1:10 - loss: 0.2503 - dice_coefficient: 0.8697
Epoch 13: loss did not improve from 0.09398
279/400 [===================>..........] - ETA: 1:09 - loss: 0.2498 - dice_coefficient: 0.8698
Epoch 13: loss did not improve from 0.09398
280/400 [====================>.........] - ETA: 1:09 - loss: 0.2503 - dice_coefficient: 0.8692
Epoch 13: loss did not improve from 0.09398
281/400 [====================>.........] - ETA: 1:08 - loss: 0.2504 - dice_coefficient: 0.8693
Epoch 13: loss did not improve from 0.09398
282/400 [====================>.........] - ETA: 1:07 - loss: 0.2499 - dice_coefficient: 0.8696
Epoch 13: loss did not improve from 0.09398
283/400 [====================>.........] - ETA: 1:07 - loss: 0.2495 - dice_coefficient: 0.8698
Epoch 13: loss did not improve from 0.09398
284/400 [====================>.........] - ETA: 1:06 - loss: 0.2494 - dice_coefficient: 0.8700
Epoch 13: loss did not improve from 0.09398
285/400 [====================>.........] - ETA: 1:06 - loss: 0.2489 - dice_coefficient: 0.8702
Epoch 13: loss did not improve from 0.09398
286/400 [====================>.........] - ETA: 1:05 - loss: 0.2485 - dice_coefficient: 0.8703
Epoch 13: loss did not improve from 0.09398
287/400 [====================>.........] - ETA: 1:05 - loss: 0.2481 - dice_coefficient: 0.8705
Epoch 13: loss did not improve from 0.09398
288/400 [====================>.........] - ETA: 1:04 - loss: 0.2478 - dice_coefficient: 0.8706
Epoch 13: loss did not improve from 0.09398
289/400 [====================>.........] - ETA: 1:03 - loss: 0.2474 - dice_coefficient: 0.8708
Epoch 13: loss did not improve from 0.09398
290/400 [====================>.........] - ETA: 1:03 - loss: 0.2475 - dice_coefficient: 0.8705
Epoch 13: loss did not improve from 0.09398
291/400 [====================>.........] - ETA: 1:02 - loss: 0.2470 - dice_coefficient: 0.8708
Epoch 13: loss did not improve from 0.09398
292/400 [====================>.........] - ETA: 1:02 - loss: 0.2466 - dice_coefficient: 0.8709
Epoch 13: loss did not improve from 0.09398
293/400 [====================>.........] - ETA: 1:01 - loss: 0.2463 - dice_coefficient: 0.8710
Epoch 13: loss did not improve from 0.09398
294/400 [=====================>........] - ETA: 1:00 - loss: 0.2458 - dice_coefficient: 0.8711
Epoch 13: loss did not improve from 0.09398
295/400 [=====================>........] - ETA: 1:00 - loss: 0.2454 - dice_coefficient: 0.8712
Epoch 13: loss did not improve from 0.09398
296/400 [=====================>........] - ETA: 59s - loss: 0.2450 - dice_coefficient: 0.8713 
Epoch 13: loss did not improve from 0.09398
297/400 [=====================>........] - ETA: 59s - loss: 0.2450 - dice_coefficient: 0.8712
Epoch 13: loss did not improve from 0.09398
298/400 [=====================>........] - ETA: 58s - loss: 0.2446 - dice_coefficient: 0.8714
Epoch 13: loss did not improve from 0.09398
299/400 [=====================>........] - ETA: 58s - loss: 0.2441 - dice_coefficient: 0.8716
Epoch 13: loss did not improve from 0.09398
300/400 [=====================>........] - ETA: 57s - loss: 0.2435 - dice_coefficient: 0.8718
Epoch 13: loss did not improve from 0.09398
301/400 [=====================>........] - ETA: 56s - loss: 0.2430 - dice_coefficient: 0.8720
Epoch 13: loss did not improve from 0.09398
302/400 [=====================>........] - ETA: 56s - loss: 0.2428 - dice_coefficient: 0.8720
Epoch 13: loss did not improve from 0.09398
303/400 [=====================>........] - ETA: 55s - loss: 0.2423 - dice_coefficient: 0.8722
Epoch 13: loss did not improve from 0.09398
304/400 [=====================>........] - ETA: 55s - loss: 0.2422 - dice_coefficient: 0.8721
Epoch 13: loss did not improve from 0.09398
305/400 [=====================>........] - ETA: 54s - loss: 0.2426 - dice_coefficient: 0.8717
Epoch 13: loss did not improve from 0.09398
306/400 [=====================>........] - ETA: 54s - loss: 0.2421 - dice_coefficient: 0.8719
Epoch 13: loss did not improve from 0.09398
307/400 [======================>.......] - ETA: 53s - loss: 0.2415 - dice_coefficient: 0.8722
Epoch 13: loss did not improve from 0.09398
308/400 [======================>.......] - ETA: 52s - loss: 0.2408 - dice_coefficient: 0.8725
Epoch 13: loss did not improve from 0.09398
309/400 [======================>.......] - ETA: 52s - loss: 0.2406 - dice_coefficient: 0.8726
Epoch 13: loss did not improve from 0.09398
310/400 [======================>.......] - ETA: 51s - loss: 0.2404 - dice_coefficient: 0.8725
Epoch 13: loss did not improve from 0.09398
311/400 [======================>.......] - ETA: 51s - loss: 0.2402 - dice_coefficient: 0.8726
Epoch 13: loss did not improve from 0.09398
312/400 [======================>.......] - ETA: 50s - loss: 0.2399 - dice_coefficient: 0.8728
Epoch 13: loss did not improve from 0.09398
313/400 [======================>.......] - ETA: 50s - loss: 0.2396 - dice_coefficient: 0.8728
Epoch 13: loss did not improve from 0.09398
314/400 [======================>.......] - ETA: 49s - loss: 0.2392 - dice_coefficient: 0.8730
Epoch 13: loss did not improve from 0.09398
315/400 [======================>.......] - ETA: 48s - loss: 0.2390 - dice_coefficient: 0.8730
Epoch 13: loss did not improve from 0.09398
316/400 [======================>.......] - ETA: 48s - loss: 0.2388 - dice_coefficient: 0.8731
Epoch 13: loss did not improve from 0.09398
317/400 [======================>.......] - ETA: 47s - loss: 0.2385 - dice_coefficient: 0.8731
Epoch 13: loss did not improve from 0.09398
318/400 [======================>.......] - ETA: 47s - loss: 0.2380 - dice_coefficient: 0.8734
Epoch 13: loss did not improve from 0.09398
319/400 [======================>.......] - ETA: 46s - loss: 0.2377 - dice_coefficient: 0.8735
Epoch 13: loss did not improve from 0.09398
320/400 [=======================>......] - ETA: 46s - loss: 0.2379 - dice_coefficient: 0.8732
Epoch 13: loss did not improve from 0.09398
321/400 [=======================>......] - ETA: 45s - loss: 0.2395 - dice_coefficient: 0.8720
Epoch 13: loss did not improve from 0.09398
322/400 [=======================>......] - ETA: 44s - loss: 0.2391 - dice_coefficient: 0.8722
Epoch 13: loss did not improve from 0.09398
323/400 [=======================>......] - ETA: 44s - loss: 0.2386 - dice_coefficient: 0.8725
Epoch 13: loss did not improve from 0.09398
324/400 [=======================>......] - ETA: 43s - loss: 0.2382 - dice_coefficient: 0.8726
Epoch 13: loss did not improve from 0.09398
325/400 [=======================>......] - ETA: 43s - loss: 0.2381 - dice_coefficient: 0.8726
Epoch 13: loss did not improve from 0.09398
326/400 [=======================>......] - ETA: 42s - loss: 0.2377 - dice_coefficient: 0.8727
Epoch 13: loss did not improve from 0.09398
327/400 [=======================>......] - ETA: 41s - loss: 0.2374 - dice_coefficient: 0.8729
Epoch 13: loss did not improve from 0.09398
328/400 [=======================>......] - ETA: 41s - loss: 0.2373 - dice_coefficient: 0.8729
Epoch 13: loss did not improve from 0.09398
329/400 [=======================>......] - ETA: 40s - loss: 0.2368 - dice_coefficient: 0.8732
Epoch 13: loss did not improve from 0.09398
330/400 [=======================>......] - ETA: 40s - loss: 0.2368 - dice_coefficient: 0.8732
Epoch 13: loss did not improve from 0.09398
331/400 [=======================>......] - ETA: 39s - loss: 0.2368 - dice_coefficient: 0.8730
Epoch 13: loss did not improve from 0.09398
332/400 [=======================>......] - ETA: 39s - loss: 0.2365 - dice_coefficient: 0.8732
Epoch 13: loss did not improve from 0.09398
333/400 [=======================>......] - ETA: 38s - loss: 0.2362 - dice_coefficient: 0.8733
Epoch 13: loss did not improve from 0.09398
334/400 [========================>.....] - ETA: 37s - loss: 0.2358 - dice_coefficient: 0.8735
Epoch 13: loss did not improve from 0.09398
335/400 [========================>.....] - ETA: 37s - loss: 0.2354 - dice_coefficient: 0.8736
Epoch 13: loss did not improve from 0.09398
336/400 [========================>.....] - ETA: 36s - loss: 0.2350 - dice_coefficient: 0.8739
Epoch 13: loss did not improve from 0.09398
337/400 [========================>.....] - ETA: 36s - loss: 0.2345 - dice_coefficient: 0.8741
Epoch 13: loss did not improve from 0.09398
338/400 [========================>.....] - ETA: 35s - loss: 0.2341 - dice_coefficient: 0.8743
Epoch 13: loss did not improve from 0.09398
339/400 [========================>.....] - ETA: 35s - loss: 0.2344 - dice_coefficient: 0.8739
Epoch 13: loss did not improve from 0.09398
340/400 [========================>.....] - ETA: 34s - loss: 0.2340 - dice_coefficient: 0.8740
Epoch 13: loss did not improve from 0.09398
341/400 [========================>.....] - ETA: 33s - loss: 0.2337 - dice_coefficient: 0.8741
Epoch 13: loss did not improve from 0.09398
342/400 [========================>.....] - ETA: 33s - loss: 0.2334 - dice_coefficient: 0.8743
Epoch 13: loss did not improve from 0.09398
343/400 [========================>.....] - ETA: 32s - loss: 0.2329 - dice_coefficient: 0.8745
Epoch 13: loss did not improve from 0.09398
344/400 [========================>.....] - ETA: 32s - loss: 0.2325 - dice_coefficient: 0.8746
Epoch 13: loss did not improve from 0.09398
345/400 [========================>.....] - ETA: 31s - loss: 0.2326 - dice_coefficient: 0.8745
Epoch 13: loss did not improve from 0.09398
346/400 [========================>.....] - ETA: 31s - loss: 0.2321 - dice_coefficient: 0.8747
Epoch 13: loss did not improve from 0.09398
347/400 [=========================>....] - ETA: 30s - loss: 0.2322 - dice_coefficient: 0.8745
Epoch 13: loss did not improve from 0.09398
348/400 [=========================>....] - ETA: 29s - loss: 0.2319 - dice_coefficient: 0.8746
Epoch 13: loss did not improve from 0.09398
349/400 [=========================>....] - ETA: 29s - loss: 0.2315 - dice_coefficient: 0.8747
Epoch 13: loss did not improve from 0.09398
350/400 [=========================>....] - ETA: 28s - loss: 0.2310 - dice_coefficient: 0.8750
Epoch 13: loss did not improve from 0.09398
351/400 [=========================>....] - ETA: 28s - loss: 0.2307 - dice_coefficient: 0.8752
Epoch 13: loss did not improve from 0.09398
352/400 [=========================>....] - ETA: 27s - loss: 0.2305 - dice_coefficient: 0.8753
Epoch 13: loss did not improve from 0.09398
353/400 [=========================>....] - ETA: 27s - loss: 0.2303 - dice_coefficient: 0.8755
Epoch 13: loss did not improve from 0.09398
354/400 [=========================>....] - ETA: 26s - loss: 0.2300 - dice_coefficient: 0.8756
Epoch 13: loss did not improve from 0.09398
355/400 [=========================>....] - ETA: 25s - loss: 0.2296 - dice_coefficient: 0.8757
Epoch 13: loss did not improve from 0.09398
356/400 [=========================>....] - ETA: 25s - loss: 0.2297 - dice_coefficient: 0.8756
Epoch 13: loss did not improve from 0.09398
357/400 [=========================>....] - ETA: 24s - loss: 0.2298 - dice_coefficient: 0.8754
Epoch 13: loss did not improve from 0.09398
358/400 [=========================>....] - ETA: 24s - loss: 0.2298 - dice_coefficient: 0.8752
Epoch 13: loss did not improve from 0.09398
359/400 [=========================>....] - ETA: 23s - loss: 0.2294 - dice_coefficient: 0.8754
Epoch 13: loss did not improve from 0.09398
360/400 [==========================>...] - ETA: 23s - loss: 0.2291 - dice_coefficient: 0.8755
Epoch 13: loss did not improve from 0.09398
361/400 [==========================>...] - ETA: 22s - loss: 0.2296 - dice_coefficient: 0.8751
Epoch 13: loss did not improve from 0.09398
362/400 [==========================>...] - ETA: 21s - loss: 0.2293 - dice_coefficient: 0.8752
Epoch 13: loss did not improve from 0.09398
363/400 [==========================>...] - ETA: 21s - loss: 0.2292 - dice_coefficient: 0.8751
Epoch 13: loss did not improve from 0.09398
364/400 [==========================>...] - ETA: 20s - loss: 0.2289 - dice_coefficient: 0.8753
Epoch 13: loss did not improve from 0.09398
365/400 [==========================>...] - ETA: 20s - loss: 0.2288 - dice_coefficient: 0.8753
Epoch 13: loss did not improve from 0.09398
366/400 [==========================>...] - ETA: 19s - loss: 0.2284 - dice_coefficient: 0.8755
Epoch 13: loss did not improve from 0.09398
367/400 [==========================>...] - ETA: 18s - loss: 0.2291 - dice_coefficient: 0.8749
Epoch 13: loss did not improve from 0.09398
368/400 [==========================>...] - ETA: 18s - loss: 0.2287 - dice_coefficient: 0.8750
Epoch 13: loss did not improve from 0.09398
369/400 [==========================>...] - ETA: 17s - loss: 0.2283 - dice_coefficient: 0.8752
Epoch 13: loss did not improve from 0.09398
370/400 [==========================>...] - ETA: 17s - loss: 0.2280 - dice_coefficient: 0.8753
Epoch 13: loss did not improve from 0.09398
371/400 [==========================>...] - ETA: 16s - loss: 0.2291 - dice_coefficient: 0.8746
Epoch 13: loss did not improve from 0.09398
372/400 [==========================>...] - ETA: 16s - loss: 0.2289 - dice_coefficient: 0.8746
Epoch 13: loss did not improve from 0.09398
373/400 [==========================>...] - ETA: 15s - loss: 0.2292 - dice_coefficient: 0.8742
Epoch 13: loss did not improve from 0.09398
374/400 [===========================>..] - ETA: 14s - loss: 0.2288 - dice_coefficient: 0.8745
Epoch 13: loss did not improve from 0.09398
375/400 [===========================>..] - ETA: 14s - loss: 0.2287 - dice_coefficient: 0.8744
Epoch 13: loss did not improve from 0.09398
376/400 [===========================>..] - ETA: 13s - loss: 0.2286 - dice_coefficient: 0.8744
Epoch 13: loss did not improve from 0.09398
377/400 [===========================>..] - ETA: 13s - loss: 0.2283 - dice_coefficient: 0.8746
Epoch 13: loss did not improve from 0.09398
378/400 [===========================>..] - ETA: 12s - loss: 0.2279 - dice_coefficient: 0.8748
Epoch 13: loss did not improve from 0.09398
379/400 [===========================>..] - ETA: 12s - loss: 0.2277 - dice_coefficient: 0.8747
Epoch 13: loss did not improve from 0.09398
380/400 [===========================>..] - ETA: 11s - loss: 0.2275 - dice_coefficient: 0.8748
Epoch 13: loss did not improve from 0.09398
381/400 [===========================>..] - ETA: 10s - loss: 0.2272 - dice_coefficient: 0.8750
Epoch 13: loss did not improve from 0.09398
382/400 [===========================>..] - ETA: 10s - loss: 0.2268 - dice_coefficient: 0.8752
Epoch 13: loss did not improve from 0.09398
383/400 [===========================>..] - ETA: 9s - loss: 0.2264 - dice_coefficient: 0.8754 
Epoch 13: loss did not improve from 0.09398
384/400 [===========================>..] - ETA: 9s - loss: 0.2261 - dice_coefficient: 0.8755
Epoch 13: loss did not improve from 0.09398
385/400 [===========================>..] - ETA: 8s - loss: 0.2263 - dice_coefficient: 0.8753
Epoch 13: loss did not improve from 0.09398
386/400 [===========================>..] - ETA: 8s - loss: 0.2267 - dice_coefficient: 0.8750
Epoch 13: loss did not improve from 0.09398
387/400 [============================>.] - ETA: 7s - loss: 0.2266 - dice_coefficient: 0.8749
Epoch 13: loss did not improve from 0.09398
388/400 [============================>.] - ETA: 6s - loss: 0.2263 - dice_coefficient: 0.8750
Epoch 13: loss did not improve from 0.09398
389/400 [============================>.] - ETA: 6s - loss: 0.2260 - dice_coefficient: 0.8751
Epoch 13: loss did not improve from 0.09398
390/400 [============================>.] - ETA: 5s - loss: 0.2258 - dice_coefficient: 0.8752
Epoch 13: loss did not improve from 0.09398
391/400 [============================>.] - ETA: 5s - loss: 0.2255 - dice_coefficient: 0.8753
Epoch 13: loss did not improve from 0.09398
392/400 [============================>.] - ETA: 4s - loss: 0.2255 - dice_coefficient: 0.8752
Epoch 13: loss did not improve from 0.09398
393/400 [============================>.] - ETA: 4s - loss: 0.2252 - dice_coefficient: 0.8753
Epoch 13: loss did not improve from 0.09398
394/400 [============================>.] - ETA: 3s - loss: 0.2249 - dice_coefficient: 0.8754
Epoch 13: loss did not improve from 0.09398
395/400 [============================>.] - ETA: 2s - loss: 0.2245 - dice_coefficient: 0.8756
Epoch 13: loss did not improve from 0.09398
396/400 [============================>.] - ETA: 2s - loss: 0.2244 - dice_coefficient: 0.8756
Epoch 13: loss did not improve from 0.09398
397/400 [============================>.] - ETA: 1s - loss: 0.2244 - dice_coefficient: 0.8755
Epoch 13: loss did not improve from 0.09398
398/400 [============================>.] - ETA: 1s - loss: 0.2242 - dice_coefficient: 0.8755
Epoch 13: loss did not improve from 0.09398
399/400 [============================>.] - ETA: 0s - loss: 0.2243 - dice_coefficient: 0.8754
Epoch 13: loss did not improve from 0.09398
400/400 [==============================] - 231s 577ms/step - loss: 0.2239 - dice_coefficient: 0.8756 - val_loss: 0.7693 - val_dice_coefficient: 0.6199 - lr: 1.0000e-04
Epoch 14/30

Epoch 14: loss did not improve from 0.09398
  1/400 [..............................] - ETA: 3:43 - loss: 0.2859 - dice_coefficient: 0.8420
Epoch 14: loss did not improve from 0.09398
  2/400 [..............................] - ETA: 3:45 - loss: 0.2030 - dice_coefficient: 0.8755
Epoch 14: loss did not improve from 0.09398
  3/400 [..............................] - ETA: 3:47 - loss: 0.2361 - dice_coefficient: 0.8393
Epoch 14: loss did not improve from 0.09398
  4/400 [..............................] - ETA: 3:46 - loss: 0.2076 - dice_coefficient: 0.8560
Epoch 14: loss did not improve from 0.09398
  5/400 [..............................] - ETA: 3:45 - loss: 0.1976 - dice_coefficient: 0.8628
Epoch 14: loss did not improve from 0.09398
  6/400 [..............................] - ETA: 3:45 - loss: 0.2018 - dice_coefficient: 0.8556
Epoch 14: loss did not improve from 0.09398
  7/400 [..............................] - ETA: 3:44 - loss: 0.1936 - dice_coefficient: 0.8601
Epoch 14: loss did not improve from 0.09398
  8/400 [..............................] - ETA: 3:43 - loss: 0.1805 - dice_coefficient: 0.8702
Epoch 14: loss did not improve from 0.09398
  9/400 [..............................] - ETA: 3:43 - loss: 0.1744 - dice_coefficient: 0.8726
Epoch 14: loss did not improve from 0.09398
 10/400 [..............................] - ETA: 3:42 - loss: 0.2021 - dice_coefficient: 0.8505
Epoch 14: loss did not improve from 0.09398
 11/400 [..............................] - ETA: 3:42 - loss: 0.2007 - dice_coefficient: 0.8535
Epoch 14: loss did not improve from 0.09398
 12/400 [..............................] - ETA: 3:41 - loss: 0.1924 - dice_coefficient: 0.8600
Epoch 14: loss did not improve from 0.09398
 13/400 [..............................] - ETA: 3:40 - loss: 0.1896 - dice_coefficient: 0.8641
Epoch 14: loss did not improve from 0.09398
 14/400 [>.............................] - ETA: 3:40 - loss: 0.1815 - dice_coefficient: 0.8711
Epoch 14: loss did not improve from 0.09398
 15/400 [>.............................] - ETA: 3:40 - loss: 0.1780 - dice_coefficient: 0.8745
Epoch 14: loss did not improve from 0.09398
 16/400 [>.............................] - ETA: 3:39 - loss: 0.1746 - dice_coefficient: 0.8770
Epoch 14: loss did not improve from 0.09398
 17/400 [>.............................] - ETA: 3:38 - loss: 0.1719 - dice_coefficient: 0.8778
Epoch 14: loss did not improve from 0.09398
 18/400 [>.............................] - ETA: 3:38 - loss: 0.1690 - dice_coefficient: 0.8798
Epoch 14: loss did not improve from 0.09398
 19/400 [>.............................] - ETA: 3:37 - loss: 0.1852 - dice_coefficient: 0.8674
Epoch 14: loss did not improve from 0.09398
 20/400 [>.............................] - ETA: 3:36 - loss: 0.1819 - dice_coefficient: 0.8702
Epoch 14: loss did not improve from 0.09398
 21/400 [>.............................] - ETA: 3:36 - loss: 0.1782 - dice_coefficient: 0.8740
Epoch 14: loss did not improve from 0.09398
 22/400 [>.............................] - ETA: 3:35 - loss: 0.1794 - dice_coefficient: 0.8729
Epoch 14: loss did not improve from 0.09398
 23/400 [>.............................] - ETA: 3:35 - loss: 0.1754 - dice_coefficient: 0.8753
Epoch 14: loss did not improve from 0.09398
 24/400 [>.............................] - ETA: 3:34 - loss: 0.1730 - dice_coefficient: 0.8783
Epoch 14: loss did not improve from 0.09398
 25/400 [>.............................] - ETA: 3:34 - loss: 0.1762 - dice_coefficient: 0.8747
Epoch 14: loss did not improve from 0.09398
 26/400 [>.............................] - ETA: 3:33 - loss: 0.1760 - dice_coefficient: 0.8741
Epoch 14: loss did not improve from 0.09398
 27/400 [=>............................] - ETA: 3:33 - loss: 0.1732 - dice_coefficient: 0.8768
Epoch 14: loss did not improve from 0.09398
 28/400 [=>............................] - ETA: 3:32 - loss: 0.1709 - dice_coefficient: 0.8788
Epoch 14: loss did not improve from 0.09398
 29/400 [=>............................] - ETA: 3:32 - loss: 0.1700 - dice_coefficient: 0.8788
Epoch 14: loss did not improve from 0.09398
 30/400 [=>............................] - ETA: 3:31 - loss: 0.1683 - dice_coefficient: 0.8797
Epoch 14: loss did not improve from 0.09398
 31/400 [=>............................] - ETA: 3:30 - loss: 0.1667 - dice_coefficient: 0.8805
Epoch 14: loss did not improve from 0.09398
 32/400 [=>............................] - ETA: 3:30 - loss: 0.1698 - dice_coefficient: 0.8772
Epoch 14: loss did not improve from 0.09398
 33/400 [=>............................] - ETA: 3:29 - loss: 0.1695 - dice_coefficient: 0.8770
Epoch 14: loss did not improve from 0.09398
 34/400 [=>............................] - ETA: 3:29 - loss: 0.1668 - dice_coefficient: 0.8791
Epoch 14: loss did not improve from 0.09398
 35/400 [=>............................] - ETA: 3:28 - loss: 0.1689 - dice_coefficient: 0.8788
Epoch 14: loss did not improve from 0.09398
 36/400 [=>............................] - ETA: 3:28 - loss: 0.1670 - dice_coefficient: 0.8804
Epoch 14: loss did not improve from 0.09398
 37/400 [=>............................] - ETA: 3:27 - loss: 0.1657 - dice_coefficient: 0.8817
Epoch 14: loss did not improve from 0.09398
 38/400 [=>............................] - ETA: 3:27 - loss: 0.1669 - dice_coefficient: 0.8802
Epoch 14: loss did not improve from 0.09398
 39/400 [=>............................] - ETA: 3:26 - loss: 0.1652 - dice_coefficient: 0.8816
Epoch 14: loss did not improve from 0.09398
 40/400 [==>...........................] - ETA: 3:25 - loss: 0.1625 - dice_coefficient: 0.8838
Epoch 14: loss did not improve from 0.09398
 41/400 [==>...........................] - ETA: 3:25 - loss: 0.1601 - dice_coefficient: 0.8856
Epoch 14: loss did not improve from 0.09398
 42/400 [==>...........................] - ETA: 3:24 - loss: 0.1613 - dice_coefficient: 0.8847
Epoch 14: loss did not improve from 0.09398
 43/400 [==>...........................] - ETA: 3:24 - loss: 0.1595 - dice_coefficient: 0.8865
Epoch 14: loss did not improve from 0.09398
 44/400 [==>...........................] - ETA: 3:23 - loss: 0.1572 - dice_coefficient: 0.8883
Epoch 14: loss did not improve from 0.09398
 45/400 [==>...........................] - ETA: 3:22 - loss: 0.1555 - dice_coefficient: 0.8899
Epoch 14: loss did not improve from 0.09398
 46/400 [==>...........................] - ETA: 3:22 - loss: 0.1555 - dice_coefficient: 0.8904
Epoch 14: loss did not improve from 0.09398
 47/400 [==>...........................] - ETA: 3:21 - loss: 0.1546 - dice_coefficient: 0.8911
Epoch 14: loss did not improve from 0.09398
 48/400 [==>...........................] - ETA: 3:21 - loss: 0.1549 - dice_coefficient: 0.8903
Epoch 14: loss did not improve from 0.09398
 49/400 [==>...........................] - ETA: 3:20 - loss: 0.1543 - dice_coefficient: 0.8907
Epoch 14: loss did not improve from 0.09398
 50/400 [==>...........................] - ETA: 3:20 - loss: 0.1528 - dice_coefficient: 0.8922
Epoch 14: loss did not improve from 0.09398
 51/400 [==>...........................] - ETA: 3:19 - loss: 0.1508 - dice_coefficient: 0.8937
Epoch 14: loss did not improve from 0.09398
 52/400 [==>...........................] - ETA: 3:18 - loss: 0.1495 - dice_coefficient: 0.8947
Epoch 14: loss did not improve from 0.09398
 53/400 [==>...........................] - ETA: 3:18 - loss: 0.1482 - dice_coefficient: 0.8957
Epoch 14: loss did not improve from 0.09398
 54/400 [===>..........................] - ETA: 3:17 - loss: 0.1481 - dice_coefficient: 0.8966
Epoch 14: loss did not improve from 0.09398
 55/400 [===>..........................] - ETA: 3:17 - loss: 0.1472 - dice_coefficient: 0.8973
Epoch 14: loss did not improve from 0.09398
 56/400 [===>..........................] - ETA: 3:16 - loss: 0.1456 - dice_coefficient: 0.8987
Epoch 14: loss did not improve from 0.09398
 57/400 [===>..........................] - ETA: 3:16 - loss: 0.1460 - dice_coefficient: 0.8983
Epoch 14: loss did not improve from 0.09398
 58/400 [===>..........................] - ETA: 3:15 - loss: 0.1464 - dice_coefficient: 0.8985
Epoch 14: loss did not improve from 0.09398
 59/400 [===>..........................] - ETA: 3:14 - loss: 0.1459 - dice_coefficient: 0.8988
Epoch 14: loss did not improve from 0.09398
 60/400 [===>..........................] - ETA: 3:14 - loss: 0.1452 - dice_coefficient: 0.8992
Epoch 14: loss did not improve from 0.09398
 61/400 [===>..........................] - ETA: 3:13 - loss: 0.1442 - dice_coefficient: 0.9000
Epoch 14: loss did not improve from 0.09398
 62/400 [===>..........................] - ETA: 3:13 - loss: 0.1448 - dice_coefficient: 0.8999
Epoch 14: loss did not improve from 0.09398
 63/400 [===>..........................] - ETA: 3:12 - loss: 0.1459 - dice_coefficient: 0.8986
Epoch 14: loss did not improve from 0.09398
 64/400 [===>..........................] - ETA: 3:12 - loss: 0.1456 - dice_coefficient: 0.8987
Epoch 14: loss did not improve from 0.09398
 65/400 [===>..........................] - ETA: 3:11 - loss: 0.1444 - dice_coefficient: 0.8996
Epoch 14: loss did not improve from 0.09398
 66/400 [===>..........................] - ETA: 3:10 - loss: 0.1447 - dice_coefficient: 0.8992
Epoch 14: loss did not improve from 0.09398
 67/400 [====>.........................] - ETA: 3:10 - loss: 0.1443 - dice_coefficient: 0.8998
Epoch 14: loss did not improve from 0.09398
 68/400 [====>.........................] - ETA: 3:09 - loss: 0.1436 - dice_coefficient: 0.9003
Epoch 14: loss did not improve from 0.09398
 69/400 [====>.........................] - ETA: 3:09 - loss: 0.1444 - dice_coefficient: 0.8995
Epoch 14: loss did not improve from 0.09398
 70/400 [====>.........................] - ETA: 3:08 - loss: 0.1443 - dice_coefficient: 0.8996
Epoch 14: loss did not improve from 0.09398
 71/400 [====>.........................] - ETA: 3:08 - loss: 0.1442 - dice_coefficient: 0.8996
Epoch 14: loss did not improve from 0.09398
 72/400 [====>.........................] - ETA: 3:07 - loss: 0.1462 - dice_coefficient: 0.8978
Epoch 14: loss did not improve from 0.09398
 73/400 [====>.........................] - ETA: 3:06 - loss: 0.1469 - dice_coefficient: 0.8971
Epoch 14: loss did not improve from 0.09398
 74/400 [====>.........................] - ETA: 3:06 - loss: 0.1483 - dice_coefficient: 0.8963
Epoch 14: loss did not improve from 0.09398
 75/400 [====>.........................] - ETA: 3:05 - loss: 0.1487 - dice_coefficient: 0.8960
Epoch 14: loss did not improve from 0.09398
 76/400 [====>.........................] - ETA: 3:05 - loss: 0.1480 - dice_coefficient: 0.8967
Epoch 14: loss did not improve from 0.09398
 77/400 [====>.........................] - ETA: 3:04 - loss: 0.1474 - dice_coefficient: 0.8972
Epoch 14: loss did not improve from 0.09398
 78/400 [====>.........................] - ETA: 3:04 - loss: 0.1469 - dice_coefficient: 0.8976
Epoch 14: loss did not improve from 0.09398
 79/400 [====>.........................] - ETA: 3:03 - loss: 0.1482 - dice_coefficient: 0.8968
Epoch 14: loss did not improve from 0.09398
 80/400 [=====>........................] - ETA: 3:02 - loss: 0.1480 - dice_coefficient: 0.8971
Epoch 14: loss did not improve from 0.09398
 81/400 [=====>........................] - ETA: 3:02 - loss: 0.1476 - dice_coefficient: 0.8976
Epoch 14: loss did not improve from 0.09398
 82/400 [=====>........................] - ETA: 3:01 - loss: 0.1493 - dice_coefficient: 0.8973
Epoch 14: loss did not improve from 0.09398
 83/400 [=====>........................] - ETA: 3:01 - loss: 0.1485 - dice_coefficient: 0.8981
Epoch 14: loss did not improve from 0.09398
 84/400 [=====>........................] - ETA: 3:00 - loss: 0.1483 - dice_coefficient: 0.8981
Epoch 14: loss did not improve from 0.09398
 85/400 [=====>........................] - ETA: 3:00 - loss: 0.1482 - dice_coefficient: 0.8983
Epoch 14: loss did not improve from 0.09398
 86/400 [=====>........................] - ETA: 2:59 - loss: 0.1474 - dice_coefficient: 0.8988
Epoch 14: loss did not improve from 0.09398
 87/400 [=====>........................] - ETA: 2:58 - loss: 0.1502 - dice_coefficient: 0.8968
Epoch 14: loss did not improve from 0.09398
 88/400 [=====>........................] - ETA: 2:58 - loss: 0.1501 - dice_coefficient: 0.8969
Epoch 14: loss did not improve from 0.09398
 89/400 [=====>........................] - ETA: 2:57 - loss: 0.1496 - dice_coefficient: 0.8972
Epoch 14: loss did not improve from 0.09398
 90/400 [=====>........................] - ETA: 2:57 - loss: 0.1507 - dice_coefficient: 0.8962
Epoch 14: loss did not improve from 0.09398
 91/400 [=====>........................] - ETA: 2:56 - loss: 0.1513 - dice_coefficient: 0.8955
Epoch 14: loss did not improve from 0.09398
 92/400 [=====>........................] - ETA: 2:56 - loss: 0.1508 - dice_coefficient: 0.8957
Epoch 14: loss did not improve from 0.09398
 93/400 [=====>........................] - ETA: 2:55 - loss: 0.1507 - dice_coefficient: 0.8961
Epoch 14: loss did not improve from 0.09398
 94/400 [======>.......................] - ETA: 2:54 - loss: 0.1508 - dice_coefficient: 0.8959
Epoch 14: loss did not improve from 0.09398
 95/400 [======>.......................] - ETA: 2:54 - loss: 0.1497 - dice_coefficient: 0.8967
Epoch 14: loss did not improve from 0.09398
 96/400 [======>.......................] - ETA: 2:53 - loss: 0.1495 - dice_coefficient: 0.8972
Epoch 14: loss did not improve from 0.09398
 97/400 [======>.......................] - ETA: 2:53 - loss: 0.1497 - dice_coefficient: 0.8971
Epoch 14: loss did not improve from 0.09398
 98/400 [======>.......................] - ETA: 2:52 - loss: 0.1501 - dice_coefficient: 0.8968
Epoch 14: loss did not improve from 0.09398
 99/400 [======>.......................] - ETA: 2:52 - loss: 0.1531 - dice_coefficient: 0.8943
Epoch 14: loss did not improve from 0.09398
100/400 [======>.......................] - ETA: 2:51 - loss: 0.1543 - dice_coefficient: 0.8931
Epoch 14: loss did not improve from 0.09398
101/400 [======>.......................] - ETA: 2:50 - loss: 0.1545 - dice_coefficient: 0.8932
Epoch 14: loss did not improve from 0.09398
102/400 [======>.......................] - ETA: 2:50 - loss: 0.1545 - dice_coefficient: 0.8929
Epoch 14: loss did not improve from 0.09398
103/400 [======>.......................] - ETA: 2:49 - loss: 0.1544 - dice_coefficient: 0.8933
Epoch 14: loss did not improve from 0.09398
104/400 [======>.......................] - ETA: 2:49 - loss: 0.1549 - dice_coefficient: 0.8926
Epoch 14: loss did not improve from 0.09398
105/400 [======>.......................] - ETA: 2:48 - loss: 0.1555 - dice_coefficient: 0.8926
Epoch 14: loss did not improve from 0.09398
106/400 [======>.......................] - ETA: 2:48 - loss: 0.1554 - dice_coefficient: 0.8930
Epoch 14: loss did not improve from 0.09398
107/400 [=======>......................] - ETA: 2:47 - loss: 0.1551 - dice_coefficient: 0.8933
Epoch 14: loss did not improve from 0.09398
108/400 [=======>......................] - ETA: 2:46 - loss: 0.1544 - dice_coefficient: 0.8936
Epoch 14: loss did not improve from 0.09398
109/400 [=======>......................] - ETA: 2:46 - loss: 0.1567 - dice_coefficient: 0.8931
Epoch 14: loss did not improve from 0.09398
110/400 [=======>......................] - ETA: 2:45 - loss: 0.1571 - dice_coefficient: 0.8928
Epoch 14: loss did not improve from 0.09398
111/400 [=======>......................] - ETA: 2:45 - loss: 0.1580 - dice_coefficient: 0.8918
Epoch 14: loss did not improve from 0.09398
112/400 [=======>......................] - ETA: 2:44 - loss: 0.1577 - dice_coefficient: 0.8921
Epoch 14: loss did not improve from 0.09398
113/400 [=======>......................] - ETA: 2:44 - loss: 0.1575 - dice_coefficient: 0.8924
Epoch 14: loss did not improve from 0.09398
114/400 [=======>......................] - ETA: 2:43 - loss: 0.1570 - dice_coefficient: 0.8929
Epoch 14: loss did not improve from 0.09398
115/400 [=======>......................] - ETA: 2:43 - loss: 0.1572 - dice_coefficient: 0.8927
Epoch 14: loss did not improve from 0.09398
116/400 [=======>......................] - ETA: 2:42 - loss: 0.1566 - dice_coefficient: 0.8933
Epoch 14: loss did not improve from 0.09398
117/400 [=======>......................] - ETA: 2:42 - loss: 0.1583 - dice_coefficient: 0.8918
Epoch 14: loss did not improve from 0.09398
118/400 [=======>......................] - ETA: 2:41 - loss: 0.1574 - dice_coefficient: 0.8924
Epoch 14: loss did not improve from 0.09398
119/400 [=======>......................] - ETA: 2:40 - loss: 0.1578 - dice_coefficient: 0.8921
Epoch 14: loss did not improve from 0.09398
120/400 [========>.....................] - ETA: 2:40 - loss: 0.1579 - dice_coefficient: 0.8923
Epoch 14: loss did not improve from 0.09398
121/400 [========>.....................] - ETA: 2:39 - loss: 0.1580 - dice_coefficient: 0.8920
Epoch 14: loss did not improve from 0.09398
122/400 [========>.....................] - ETA: 2:39 - loss: 0.1574 - dice_coefficient: 0.8923
Epoch 14: loss did not improve from 0.09398
123/400 [========>.....................] - ETA: 2:38 - loss: 0.1581 - dice_coefficient: 0.8917
Epoch 14: loss did not improve from 0.09398
124/400 [========>.....................] - ETA: 2:38 - loss: 0.1578 - dice_coefficient: 0.8921
Epoch 14: loss did not improve from 0.09398
125/400 [========>.....................] - ETA: 2:37 - loss: 0.1572 - dice_coefficient: 0.8926
Epoch 14: loss did not improve from 0.09398
126/400 [========>.....................] - ETA: 2:36 - loss: 0.1565 - dice_coefficient: 0.8930
Epoch 14: loss did not improve from 0.09398
127/400 [========>.....................] - ETA: 2:36 - loss: 0.1565 - dice_coefficient: 0.8929
Epoch 14: loss did not improve from 0.09398
128/400 [========>.....................] - ETA: 2:35 - loss: 0.1560 - dice_coefficient: 0.8933
Epoch 14: loss did not improve from 0.09398
129/400 [========>.....................] - ETA: 2:35 - loss: 0.1573 - dice_coefficient: 0.8921
Epoch 14: loss did not improve from 0.09398
130/400 [========>.....................] - ETA: 2:34 - loss: 0.1571 - dice_coefficient: 0.8922
Epoch 14: loss did not improve from 0.09398
131/400 [========>.....................] - ETA: 2:34 - loss: 0.1564 - dice_coefficient: 0.8927
Epoch 14: loss did not improve from 0.09398
132/400 [========>.....................] - ETA: 2:33 - loss: 0.1558 - dice_coefficient: 0.8933
Epoch 14: loss did not improve from 0.09398
133/400 [========>.....................] - ETA: 2:32 - loss: 0.1559 - dice_coefficient: 0.8931
Epoch 14: loss did not improve from 0.09398
134/400 [=========>....................] - ETA: 2:32 - loss: 0.1557 - dice_coefficient: 0.8933
Epoch 14: loss did not improve from 0.09398
135/400 [=========>....................] - ETA: 2:31 - loss: 0.1549 - dice_coefficient: 0.8938
Epoch 14: loss did not improve from 0.09398
136/400 [=========>....................] - ETA: 2:31 - loss: 0.1555 - dice_coefficient: 0.8935
Epoch 14: loss did not improve from 0.09398
137/400 [=========>....................] - ETA: 2:30 - loss: 0.1558 - dice_coefficient: 0.8934
Epoch 14: loss did not improve from 0.09398
138/400 [=========>....................] - ETA: 2:30 - loss: 0.1561 - dice_coefficient: 0.8933
Epoch 14: loss did not improve from 0.09398
139/400 [=========>....................] - ETA: 2:29 - loss: 0.1561 - dice_coefficient: 0.8931
Epoch 14: loss did not improve from 0.09398
140/400 [=========>....................] - ETA: 2:29 - loss: 0.1559 - dice_coefficient: 0.8935
Epoch 14: loss did not improve from 0.09398
141/400 [=========>....................] - ETA: 2:28 - loss: 0.1555 - dice_coefficient: 0.8938
Epoch 14: loss did not improve from 0.09398
142/400 [=========>....................] - ETA: 2:27 - loss: 0.1549 - dice_coefficient: 0.8942
Epoch 14: loss did not improve from 0.09398
143/400 [=========>....................] - ETA: 2:27 - loss: 0.1543 - dice_coefficient: 0.8947
Epoch 14: loss did not improve from 0.09398
144/400 [=========>....................] - ETA: 2:26 - loss: 0.1547 - dice_coefficient: 0.8942
Epoch 14: loss did not improve from 0.09398
145/400 [=========>....................] - ETA: 2:26 - loss: 0.1547 - dice_coefficient: 0.8942
Epoch 14: loss did not improve from 0.09398
146/400 [=========>....................] - ETA: 2:25 - loss: 0.1556 - dice_coefficient: 0.8936
Epoch 14: loss did not improve from 0.09398
147/400 [==========>...................] - ETA: 2:24 - loss: 0.1553 - dice_coefficient: 0.8938
Epoch 14: loss did not improve from 0.09398
148/400 [==========>...................] - ETA: 2:24 - loss: 0.1550 - dice_coefficient: 0.8939
Epoch 14: loss did not improve from 0.09398
149/400 [==========>...................] - ETA: 2:23 - loss: 0.1546 - dice_coefficient: 0.8941
Epoch 14: loss did not improve from 0.09398
150/400 [==========>...................] - ETA: 2:23 - loss: 0.1545 - dice_coefficient: 0.8942
Epoch 14: loss did not improve from 0.09398
151/400 [==========>...................] - ETA: 2:22 - loss: 0.1543 - dice_coefficient: 0.8946
Epoch 14: loss did not improve from 0.09398
152/400 [==========>...................] - ETA: 2:22 - loss: 0.1540 - dice_coefficient: 0.8949
Epoch 14: loss did not improve from 0.09398
153/400 [==========>...................] - ETA: 2:21 - loss: 0.1541 - dice_coefficient: 0.8952
Epoch 14: loss did not improve from 0.09398
154/400 [==========>...................] - ETA: 2:21 - loss: 0.1535 - dice_coefficient: 0.8956
Epoch 14: loss did not improve from 0.09398
155/400 [==========>...................] - ETA: 2:20 - loss: 0.1531 - dice_coefficient: 0.8960
Epoch 14: loss did not improve from 0.09398
156/400 [==========>...................] - ETA: 2:19 - loss: 0.1535 - dice_coefficient: 0.8958
Epoch 14: loss did not improve from 0.09398
157/400 [==========>...................] - ETA: 2:19 - loss: 0.1535 - dice_coefficient: 0.8955
Epoch 14: loss did not improve from 0.09398
158/400 [==========>...................] - ETA: 2:18 - loss: 0.1533 - dice_coefficient: 0.8955
Epoch 14: loss did not improve from 0.09398
159/400 [==========>...................] - ETA: 2:18 - loss: 0.1532 - dice_coefficient: 0.8957
Epoch 14: loss did not improve from 0.09398
160/400 [===========>..................] - ETA: 2:17 - loss: 0.1530 - dice_coefficient: 0.8958
Epoch 14: loss did not improve from 0.09398
161/400 [===========>..................] - ETA: 2:16 - loss: 0.1523 - dice_coefficient: 0.8963
Epoch 14: loss did not improve from 0.09398
162/400 [===========>..................] - ETA: 2:16 - loss: 0.1526 - dice_coefficient: 0.8961
Epoch 14: loss did not improve from 0.09398
163/400 [===========>..................] - ETA: 2:15 - loss: 0.1523 - dice_coefficient: 0.8964
Epoch 14: loss did not improve from 0.09398
164/400 [===========>..................] - ETA: 2:15 - loss: 0.1520 - dice_coefficient: 0.8966
Epoch 14: loss did not improve from 0.09398
165/400 [===========>..................] - ETA: 2:14 - loss: 0.1516 - dice_coefficient: 0.8969
Epoch 14: loss did not improve from 0.09398
166/400 [===========>..................] - ETA: 2:14 - loss: 0.1513 - dice_coefficient: 0.8972
Epoch 14: loss did not improve from 0.09398
167/400 [===========>..................] - ETA: 2:13 - loss: 0.1511 - dice_coefficient: 0.8975
Epoch 14: loss did not improve from 0.09398
168/400 [===========>..................] - ETA: 2:12 - loss: 0.1509 - dice_coefficient: 0.8977
Epoch 14: loss did not improve from 0.09398
169/400 [===========>..................] - ETA: 2:12 - loss: 0.1509 - dice_coefficient: 0.8976
Epoch 14: loss did not improve from 0.09398
170/400 [===========>..................] - ETA: 2:11 - loss: 0.1505 - dice_coefficient: 0.8979
Epoch 14: loss did not improve from 0.09398
171/400 [===========>..................] - ETA: 2:11 - loss: 0.1520 - dice_coefficient: 0.8970
Epoch 14: loss did not improve from 0.09398
172/400 [===========>..................] - ETA: 2:10 - loss: 0.1520 - dice_coefficient: 0.8968
Epoch 14: loss did not improve from 0.09398
173/400 [===========>..................] - ETA: 2:10 - loss: 0.1519 - dice_coefficient: 0.8970
Epoch 14: loss did not improve from 0.09398
174/400 [============>.................] - ETA: 2:09 - loss: 0.1517 - dice_coefficient: 0.8972
Epoch 14: loss did not improve from 0.09398
175/400 [============>.................] - ETA: 2:08 - loss: 0.1526 - dice_coefficient: 0.8963
Epoch 14: loss did not improve from 0.09398
176/400 [============>.................] - ETA: 2:08 - loss: 0.1544 - dice_coefficient: 0.8950
Epoch 14: loss did not improve from 0.09398
177/400 [============>.................] - ETA: 2:07 - loss: 0.1545 - dice_coefficient: 0.8950
Epoch 14: loss did not improve from 0.09398
178/400 [============>.................] - ETA: 2:07 - loss: 0.2448 - dice_coefficient: 0.8900
Epoch 14: loss did not improve from 0.09398
179/400 [============>.................] - ETA: 2:06 - loss: 0.2438 - dice_coefficient: 0.8904
Epoch 14: loss did not improve from 0.09398
180/400 [============>.................] - ETA: 2:06 - loss: 0.2450 - dice_coefficient: 0.8892
Epoch 14: loss did not improve from 0.09398
181/400 [============>.................] - ETA: 2:05 - loss: 0.2442 - dice_coefficient: 0.8894
Epoch 14: loss did not improve from 0.09398
182/400 [============>.................] - ETA: 2:05 - loss: 0.2434 - dice_coefficient: 0.8896
Epoch 14: loss did not improve from 0.09398
183/400 [============>.................] - ETA: 2:04 - loss: 0.2432 - dice_coefficient: 0.8894
Epoch 14: loss did not improve from 0.09398
184/400 [============>.................] - ETA: 2:03 - loss: 0.2426 - dice_coefficient: 0.8895
Epoch 14: loss did not improve from 0.09398
185/400 [============>.................] - ETA: 2:03 - loss: 0.2420 - dice_coefficient: 0.8896
Epoch 14: loss did not improve from 0.09398
186/400 [============>.................] - ETA: 2:02 - loss: 0.2415 - dice_coefficient: 0.8895
Epoch 14: loss did not improve from 0.09398
187/400 [=============>................] - ETA: 2:02 - loss: 0.2408 - dice_coefficient: 0.8898
Epoch 14: loss did not improve from 0.09398
188/400 [=============>................] - ETA: 2:01 - loss: 0.2399 - dice_coefficient: 0.8900
Epoch 14: loss did not improve from 0.09398
189/400 [=============>................] - ETA: 2:01 - loss: 0.2399 - dice_coefficient: 0.8896
Epoch 14: loss did not improve from 0.09398
190/400 [=============>................] - ETA: 2:00 - loss: 0.2394 - dice_coefficient: 0.8896
Epoch 14: loss did not improve from 0.09398
191/400 [=============>................] - ETA: 1:59 - loss: 0.2390 - dice_coefficient: 0.8894
Epoch 14: loss did not improve from 0.09398
192/400 [=============>................] - ETA: 1:59 - loss: 0.2382 - dice_coefficient: 0.8896
Epoch 14: loss did not improve from 0.09398
193/400 [=============>................] - ETA: 1:58 - loss: 0.2377 - dice_coefficient: 0.8898
Epoch 14: loss did not improve from 0.09398
194/400 [=============>................] - ETA: 1:58 - loss: 0.2372 - dice_coefficient: 0.8898
Epoch 14: loss did not improve from 0.09398
195/400 [=============>................] - ETA: 1:57 - loss: 0.2367 - dice_coefficient: 0.8900
Epoch 14: loss did not improve from 0.09398
196/400 [=============>................] - ETA: 1:57 - loss: 0.2374 - dice_coefficient: 0.8890
Epoch 14: loss did not improve from 0.09398
197/400 [=============>................] - ETA: 1:56 - loss: 0.2368 - dice_coefficient: 0.8892
Epoch 14: loss did not improve from 0.09398
198/400 [=============>................] - ETA: 1:55 - loss: 0.2364 - dice_coefficient: 0.8892
Epoch 14: loss did not improve from 0.09398
199/400 [=============>................] - ETA: 1:55 - loss: 0.2359 - dice_coefficient: 0.8892
Epoch 14: loss did not improve from 0.09398
200/400 [==============>...............] - ETA: 1:54 - loss: 0.2360 - dice_coefficient: 0.8890
Epoch 14: loss did not improve from 0.09398
201/400 [==============>...............] - ETA: 1:54 - loss: 0.2353 - dice_coefficient: 0.8891
Epoch 14: loss did not improve from 0.09398
202/400 [==============>...............] - ETA: 1:53 - loss: 0.2357 - dice_coefficient: 0.8887
Epoch 14: loss did not improve from 0.09398
203/400 [==============>...............] - ETA: 1:52 - loss: 0.2349 - dice_coefficient: 0.8889
Epoch 14: loss did not improve from 0.09398
204/400 [==============>...............] - ETA: 1:52 - loss: 0.2364 - dice_coefficient: 0.8875
Epoch 14: loss did not improve from 0.09398
205/400 [==============>...............] - ETA: 1:51 - loss: 0.2357 - dice_coefficient: 0.8877
Epoch 14: loss did not improve from 0.09398
206/400 [==============>...............] - ETA: 1:51 - loss: 0.2355 - dice_coefficient: 0.8876
Epoch 14: loss did not improve from 0.09398
207/400 [==============>...............] - ETA: 1:50 - loss: 0.2347 - dice_coefficient: 0.8880
Epoch 14: loss did not improve from 0.09398
208/400 [==============>...............] - ETA: 1:50 - loss: 0.2341 - dice_coefficient: 0.8881
Epoch 14: loss did not improve from 0.09398
209/400 [==============>...............] - ETA: 1:49 - loss: 0.2357 - dice_coefficient: 0.8866
Epoch 14: loss did not improve from 0.09398
210/400 [==============>...............] - ETA: 1:48 - loss: 0.2352 - dice_coefficient: 0.8868
Epoch 14: loss did not improve from 0.09398
211/400 [==============>...............] - ETA: 1:48 - loss: 0.2345 - dice_coefficient: 0.8871
Epoch 14: loss did not improve from 0.09398
212/400 [==============>...............] - ETA: 1:47 - loss: 0.2336 - dice_coefficient: 0.8875
Epoch 14: loss did not improve from 0.09398
213/400 [==============>...............] - ETA: 1:47 - loss: 0.2329 - dice_coefficient: 0.8878
Epoch 14: loss did not improve from 0.09398
214/400 [===============>..............] - ETA: 1:46 - loss: 0.2323 - dice_coefficient: 0.8881
Epoch 14: loss did not improve from 0.09398
215/400 [===============>..............] - ETA: 1:46 - loss: 0.2318 - dice_coefficient: 0.8881
Epoch 14: loss did not improve from 0.09398
216/400 [===============>..............] - ETA: 1:45 - loss: 0.2313 - dice_coefficient: 0.8882
Epoch 14: loss did not improve from 0.09398
217/400 [===============>..............] - ETA: 1:44 - loss: 0.2319 - dice_coefficient: 0.8881
Epoch 14: loss did not improve from 0.09398
218/400 [===============>..............] - ETA: 1:44 - loss: 0.2314 - dice_coefficient: 0.8883
Epoch 14: loss did not improve from 0.09398
219/400 [===============>..............] - ETA: 1:43 - loss: 0.2309 - dice_coefficient: 0.8886
Epoch 14: loss did not improve from 0.09398
220/400 [===============>..............] - ETA: 1:43 - loss: 0.2303 - dice_coefficient: 0.8889
Epoch 14: loss did not improve from 0.09398
221/400 [===============>..............] - ETA: 1:42 - loss: 0.2297 - dice_coefficient: 0.8891
Epoch 14: loss did not improve from 0.09398
222/400 [===============>..............] - ETA: 1:42 - loss: 0.2292 - dice_coefficient: 0.8892
Epoch 14: loss did not improve from 0.09398
223/400 [===============>..............] - ETA: 1:41 - loss: 0.2286 - dice_coefficient: 0.8895
Epoch 14: loss did not improve from 0.09398
224/400 [===============>..............] - ETA: 1:40 - loss: 0.2278 - dice_coefficient: 0.8898
Epoch 14: loss did not improve from 0.09398
225/400 [===============>..............] - ETA: 1:40 - loss: 0.2277 - dice_coefficient: 0.8897
Epoch 14: loss did not improve from 0.09398
226/400 [===============>..............] - ETA: 1:39 - loss: 0.2276 - dice_coefficient: 0.8894
Epoch 14: loss did not improve from 0.09398
227/400 [================>.............] - ETA: 1:39 - loss: 0.2269 - dice_coefficient: 0.8896
Epoch 14: loss did not improve from 0.09398
228/400 [================>.............] - ETA: 1:38 - loss: 0.2273 - dice_coefficient: 0.8894
Epoch 14: loss did not improve from 0.09398
229/400 [================>.............] - ETA: 1:38 - loss: 0.2266 - dice_coefficient: 0.8896
Epoch 14: loss did not improve from 0.09398
230/400 [================>.............] - ETA: 1:37 - loss: 0.2262 - dice_coefficient: 0.8898
Epoch 14: loss did not improve from 0.09398
231/400 [================>.............] - ETA: 1:36 - loss: 0.2258 - dice_coefficient: 0.8901
Epoch 14: loss did not improve from 0.09398
232/400 [================>.............] - ETA: 1:36 - loss: 0.2250 - dice_coefficient: 0.8905
Epoch 14: loss did not improve from 0.09398
233/400 [================>.............] - ETA: 1:35 - loss: 0.2244 - dice_coefficient: 0.8906
Epoch 14: loss did not improve from 0.09398
234/400 [================>.............] - ETA: 1:35 - loss: 0.2239 - dice_coefficient: 0.8908
Epoch 14: loss did not improve from 0.09398
235/400 [================>.............] - ETA: 1:34 - loss: 0.2235 - dice_coefficient: 0.8910
Epoch 14: loss did not improve from 0.09398
236/400 [================>.............] - ETA: 1:34 - loss: 0.2234 - dice_coefficient: 0.8908
Epoch 14: loss did not improve from 0.09398
237/400 [================>.............] - ETA: 1:33 - loss: 0.2230 - dice_coefficient: 0.8909
Epoch 14: loss did not improve from 0.09398
238/400 [================>.............] - ETA: 1:32 - loss: 0.2228 - dice_coefficient: 0.8907
Epoch 14: loss did not improve from 0.09398
239/400 [================>.............] - ETA: 1:32 - loss: 0.2222 - dice_coefficient: 0.8909
Epoch 14: loss did not improve from 0.09398
240/400 [=================>............] - ETA: 1:31 - loss: 0.2220 - dice_coefficient: 0.8909
Epoch 14: loss did not improve from 0.09398
241/400 [=================>............] - ETA: 1:31 - loss: 0.2216 - dice_coefficient: 0.8910
Epoch 14: loss did not improve from 0.09398
242/400 [=================>............] - ETA: 1:30 - loss: 0.2214 - dice_coefficient: 0.8912
Epoch 14: loss did not improve from 0.09398
243/400 [=================>............] - ETA: 1:30 - loss: 0.2209 - dice_coefficient: 0.8914
Epoch 14: loss did not improve from 0.09398
244/400 [=================>............] - ETA: 1:29 - loss: 0.2209 - dice_coefficient: 0.8911
Epoch 14: loss did not improve from 0.09398
245/400 [=================>............] - ETA: 1:28 - loss: 0.2205 - dice_coefficient: 0.8911
Epoch 14: loss did not improve from 0.09398
246/400 [=================>............] - ETA: 1:28 - loss: 0.2198 - dice_coefficient: 0.8914
Epoch 14: loss did not improve from 0.09398
247/400 [=================>............] - ETA: 1:27 - loss: 0.2204 - dice_coefficient: 0.8908
Epoch 14: loss did not improve from 0.09398
248/400 [=================>............] - ETA: 1:27 - loss: 0.2201 - dice_coefficient: 0.8907
Epoch 14: loss did not improve from 0.09398
249/400 [=================>............] - ETA: 1:26 - loss: 0.2208 - dice_coefficient: 0.8899
Epoch 14: loss did not improve from 0.09398
250/400 [=================>............] - ETA: 1:25 - loss: 0.2205 - dice_coefficient: 0.8900
Epoch 14: loss did not improve from 0.09398
251/400 [=================>............] - ETA: 1:25 - loss: 0.2206 - dice_coefficient: 0.8896
Epoch 14: loss did not improve from 0.09398
252/400 [=================>............] - ETA: 1:24 - loss: 0.2205 - dice_coefficient: 0.8894
Epoch 14: loss did not improve from 0.09398
253/400 [=================>............] - ETA: 1:24 - loss: 0.2199 - dice_coefficient: 0.8896
Epoch 14: loss did not improve from 0.09398
254/400 [==================>...........] - ETA: 1:23 - loss: 0.2205 - dice_coefficient: 0.8891
Epoch 14: loss did not improve from 0.09398
255/400 [==================>...........] - ETA: 1:23 - loss: 0.2201 - dice_coefficient: 0.8893
Epoch 14: loss did not improve from 0.09398
256/400 [==================>...........] - ETA: 1:22 - loss: 0.2199 - dice_coefficient: 0.8891
Epoch 14: loss did not improve from 0.09398
257/400 [==================>...........] - ETA: 1:21 - loss: 0.2193 - dice_coefficient: 0.8894
Epoch 14: loss did not improve from 0.09398
258/400 [==================>...........] - ETA: 1:21 - loss: 0.2195 - dice_coefficient: 0.8891
Epoch 14: loss did not improve from 0.09398
259/400 [==================>...........] - ETA: 1:20 - loss: 0.2190 - dice_coefficient: 0.8894
Epoch 14: loss did not improve from 0.09398
260/400 [==================>...........] - ETA: 1:20 - loss: 0.2191 - dice_coefficient: 0.8890
Epoch 14: loss did not improve from 0.09398
261/400 [==================>...........] - ETA: 1:19 - loss: 0.2188 - dice_coefficient: 0.8892
Epoch 14: loss did not improve from 0.09398
262/400 [==================>...........] - ETA: 1:19 - loss: 0.2183 - dice_coefficient: 0.8894
Epoch 14: loss did not improve from 0.09398
263/400 [==================>...........] - ETA: 1:18 - loss: 0.2178 - dice_coefficient: 0.8895
Epoch 14: loss did not improve from 0.09398
264/400 [==================>...........] - ETA: 1:17 - loss: 0.2174 - dice_coefficient: 0.8897
Epoch 14: loss did not improve from 0.09398
265/400 [==================>...........] - ETA: 1:17 - loss: 0.2169 - dice_coefficient: 0.8900
Epoch 14: loss did not improve from 0.09398
266/400 [==================>...........] - ETA: 1:16 - loss: 0.2165 - dice_coefficient: 0.8901
Epoch 14: loss did not improve from 0.09398
267/400 [===================>..........] - ETA: 1:16 - loss: 0.2162 - dice_coefficient: 0.8903
Epoch 14: loss did not improve from 0.09398
268/400 [===================>..........] - ETA: 1:15 - loss: 0.2157 - dice_coefficient: 0.8905
Epoch 14: loss did not improve from 0.09398
269/400 [===================>..........] - ETA: 1:15 - loss: 0.2153 - dice_coefficient: 0.8906
Epoch 14: loss did not improve from 0.09398
270/400 [===================>..........] - ETA: 1:14 - loss: 0.2148 - dice_coefficient: 0.8908
Epoch 14: loss did not improve from 0.09398
271/400 [===================>..........] - ETA: 1:13 - loss: 0.2152 - dice_coefficient: 0.8903
Epoch 14: loss did not improve from 0.09398
272/400 [===================>..........] - ETA: 1:13 - loss: 0.2147 - dice_coefficient: 0.8905
Epoch 14: loss did not improve from 0.09398
273/400 [===================>..........] - ETA: 1:12 - loss: 0.2144 - dice_coefficient: 0.8905
Epoch 14: loss did not improve from 0.09398
274/400 [===================>..........] - ETA: 1:12 - loss: 0.2145 - dice_coefficient: 0.8903
Epoch 14: loss did not improve from 0.09398
275/400 [===================>..........] - ETA: 1:11 - loss: 0.2141 - dice_coefficient: 0.8904
Epoch 14: loss did not improve from 0.09398
276/400 [===================>..........] - ETA: 1:11 - loss: 0.2138 - dice_coefficient: 0.8906
Epoch 14: loss did not improve from 0.09398
277/400 [===================>..........] - ETA: 1:10 - loss: 0.2137 - dice_coefficient: 0.8905
Epoch 14: loss did not improve from 0.09398
278/400 [===================>..........] - ETA: 1:09 - loss: 0.2133 - dice_coefficient: 0.8907
Epoch 14: loss did not improve from 0.09398
279/400 [===================>..........] - ETA: 1:09 - loss: 0.2129 - dice_coefficient: 0.8908
Epoch 14: loss did not improve from 0.09398
280/400 [====================>.........] - ETA: 1:08 - loss: 0.2124 - dice_coefficient: 0.8910
Epoch 14: loss did not improve from 0.09398
281/400 [====================>.........] - ETA: 1:08 - loss: 0.2121 - dice_coefficient: 0.8911
Epoch 14: loss did not improve from 0.09398
282/400 [====================>.........] - ETA: 1:07 - loss: 0.2122 - dice_coefficient: 0.8910
Epoch 14: loss did not improve from 0.09398
283/400 [====================>.........] - ETA: 1:07 - loss: 0.2116 - dice_coefficient: 0.8913
Epoch 14: loss did not improve from 0.09398
284/400 [====================>.........] - ETA: 1:06 - loss: 0.2111 - dice_coefficient: 0.8916
Epoch 14: loss did not improve from 0.09398
285/400 [====================>.........] - ETA: 1:05 - loss: 0.2112 - dice_coefficient: 0.8914
Epoch 14: loss did not improve from 0.09398
286/400 [====================>.........] - ETA: 1:05 - loss: 0.2107 - dice_coefficient: 0.8916
Epoch 14: loss did not improve from 0.09398
287/400 [====================>.........] - ETA: 1:04 - loss: 0.2107 - dice_coefficient: 0.8915
Epoch 14: loss did not improve from 0.09398
288/400 [====================>.........] - ETA: 1:04 - loss: 0.2105 - dice_coefficient: 0.8916
Epoch 14: loss did not improve from 0.09398
289/400 [====================>.........] - ETA: 1:03 - loss: 0.2101 - dice_coefficient: 0.8918
Epoch 14: loss did not improve from 0.09398
290/400 [====================>.........] - ETA: 1:03 - loss: 0.2098 - dice_coefficient: 0.8920
Epoch 14: loss did not improve from 0.09398
291/400 [====================>.........] - ETA: 1:02 - loss: 0.2097 - dice_coefficient: 0.8921
Epoch 14: loss did not improve from 0.09398
292/400 [====================>.........] - ETA: 1:01 - loss: 0.2095 - dice_coefficient: 0.8920
Epoch 14: loss did not improve from 0.09398
293/400 [====================>.........] - ETA: 1:01 - loss: 0.2105 - dice_coefficient: 0.8911
Epoch 14: loss did not improve from 0.09398
294/400 [=====================>........] - ETA: 1:00 - loss: 0.2100 - dice_coefficient: 0.8914
Epoch 14: loss did not improve from 0.09398
295/400 [=====================>........] - ETA: 1:00 - loss: 0.2101 - dice_coefficient: 0.8912
Epoch 14: loss did not improve from 0.09398
296/400 [=====================>........] - ETA: 59s - loss: 0.2100 - dice_coefficient: 0.8910 
Epoch 14: loss did not improve from 0.09398
297/400 [=====================>........] - ETA: 59s - loss: 0.2097 - dice_coefficient: 0.8911
Epoch 14: loss did not improve from 0.09398
298/400 [=====================>........] - ETA: 58s - loss: 0.2093 - dice_coefficient: 0.8912
Epoch 14: loss did not improve from 0.09398
299/400 [=====================>........] - ETA: 57s - loss: 0.2111 - dice_coefficient: 0.8900
Epoch 14: loss did not improve from 0.09398
300/400 [=====================>........] - ETA: 57s - loss: 0.2109 - dice_coefficient: 0.8900
Epoch 14: loss did not improve from 0.09398
301/400 [=====================>........] - ETA: 56s - loss: 0.2105 - dice_coefficient: 0.8902
Epoch 14: loss did not improve from 0.09398
302/400 [=====================>........] - ETA: 56s - loss: 0.2102 - dice_coefficient: 0.8902
Epoch 14: loss did not improve from 0.09398
303/400 [=====================>........] - ETA: 55s - loss: 0.2104 - dice_coefficient: 0.8903
Epoch 14: loss did not improve from 0.09398
304/400 [=====================>........] - ETA: 55s - loss: 0.2102 - dice_coefficient: 0.8902
Epoch 14: loss did not improve from 0.09398
305/400 [=====================>........] - ETA: 54s - loss: 0.2103 - dice_coefficient: 0.8900
Epoch 14: loss did not improve from 0.09398
306/400 [=====================>........] - ETA: 53s - loss: 0.2099 - dice_coefficient: 0.8902
Epoch 14: loss did not improve from 0.09398
307/400 [======================>.......] - ETA: 53s - loss: 0.2097 - dice_coefficient: 0.8903
Epoch 14: loss did not improve from 0.09398
308/400 [======================>.......] - ETA: 52s - loss: 0.2094 - dice_coefficient: 0.8904
Epoch 14: loss did not improve from 0.09398
309/400 [======================>.......] - ETA: 52s - loss: 0.2092 - dice_coefficient: 0.8905
Epoch 14: loss did not improve from 0.09398
310/400 [======================>.......] - ETA: 51s - loss: 0.2087 - dice_coefficient: 0.8907
Epoch 14: loss did not improve from 0.09398
311/400 [======================>.......] - ETA: 51s - loss: 0.2084 - dice_coefficient: 0.8909
Epoch 14: loss did not improve from 0.09398
312/400 [======================>.......] - ETA: 50s - loss: 0.2081 - dice_coefficient: 0.8911
Epoch 14: loss did not improve from 0.09398
313/400 [======================>.......] - ETA: 49s - loss: 0.2084 - dice_coefficient: 0.8906
Epoch 14: loss did not improve from 0.09398
314/400 [======================>.......] - ETA: 49s - loss: 0.2082 - dice_coefficient: 0.8907
Epoch 14: loss did not improve from 0.09398
315/400 [======================>.......] - ETA: 48s - loss: 0.2081 - dice_coefficient: 0.8907
Epoch 14: loss did not improve from 0.09398
316/400 [======================>.......] - ETA: 48s - loss: 0.2077 - dice_coefficient: 0.8909
Epoch 14: loss did not improve from 0.09398
317/400 [======================>.......] - ETA: 47s - loss: 0.2075 - dice_coefficient: 0.8911
Epoch 14: loss did not improve from 0.09398
318/400 [======================>.......] - ETA: 47s - loss: 0.2077 - dice_coefficient: 0.8908
Epoch 14: loss did not improve from 0.09398
319/400 [======================>.......] - ETA: 46s - loss: 0.2075 - dice_coefficient: 0.8909
Epoch 14: loss did not improve from 0.09398
320/400 [=======================>......] - ETA: 45s - loss: 0.2075 - dice_coefficient: 0.8909
Epoch 14: loss did not improve from 0.09398
321/400 [=======================>......] - ETA: 45s - loss: 0.2102 - dice_coefficient: 0.8893
Epoch 14: loss did not improve from 0.09398
322/400 [=======================>......] - ETA: 44s - loss: 0.2100 - dice_coefficient: 0.8893
Epoch 14: loss did not improve from 0.09398
323/400 [=======================>......] - ETA: 44s - loss: 0.2097 - dice_coefficient: 0.8895
Epoch 14: loss did not improve from 0.09398
324/400 [=======================>......] - ETA: 43s - loss: 0.2095 - dice_coefficient: 0.8896
Epoch 14: loss did not improve from 0.09398
325/400 [=======================>......] - ETA: 43s - loss: 0.2092 - dice_coefficient: 0.8896
Epoch 14: loss did not improve from 0.09398
326/400 [=======================>......] - ETA: 42s - loss: 0.2090 - dice_coefficient: 0.8896
Epoch 14: loss did not improve from 0.09398
327/400 [=======================>......] - ETA: 41s - loss: 0.2089 - dice_coefficient: 0.8897
Epoch 14: loss did not improve from 0.09398
328/400 [=======================>......] - ETA: 41s - loss: 0.2086 - dice_coefficient: 0.8898
Epoch 14: loss did not improve from 0.09398
329/400 [=======================>......] - ETA: 40s - loss: 0.2083 - dice_coefficient: 0.8899
Epoch 14: loss did not improve from 0.09398
330/400 [=======================>......] - ETA: 40s - loss: 0.2084 - dice_coefficient: 0.8899
Epoch 14: loss did not improve from 0.09398
331/400 [=======================>......] - ETA: 39s - loss: 0.2080 - dice_coefficient: 0.8901
Epoch 14: loss did not improve from 0.09398
332/400 [=======================>......] - ETA: 38s - loss: 0.2079 - dice_coefficient: 0.8902
Epoch 14: loss did not improve from 0.09398
333/400 [=======================>......] - ETA: 38s - loss: 0.2080 - dice_coefficient: 0.8899
Epoch 14: loss did not improve from 0.09398
334/400 [========================>.....] - ETA: 37s - loss: 0.2081 - dice_coefficient: 0.8896
Epoch 14: loss did not improve from 0.09398
335/400 [========================>.....] - ETA: 37s - loss: 0.2078 - dice_coefficient: 0.8898
Epoch 14: loss did not improve from 0.09398
336/400 [========================>.....] - ETA: 36s - loss: 0.2074 - dice_coefficient: 0.8900
Epoch 14: loss did not improve from 0.09398
337/400 [========================>.....] - ETA: 36s - loss: 0.2072 - dice_coefficient: 0.8900
Epoch 14: loss did not improve from 0.09398
338/400 [========================>.....] - ETA: 35s - loss: 0.2069 - dice_coefficient: 0.8901
Epoch 14: loss did not improve from 0.09398
339/400 [========================>.....] - ETA: 34s - loss: 0.2066 - dice_coefficient: 0.8901
Epoch 14: loss did not improve from 0.09398
340/400 [========================>.....] - ETA: 34s - loss: 0.2063 - dice_coefficient: 0.8902
Epoch 14: loss did not improve from 0.09398
341/400 [========================>.....] - ETA: 33s - loss: 0.2066 - dice_coefficient: 0.8900
Epoch 14: loss did not improve from 0.09398
342/400 [========================>.....] - ETA: 33s - loss: 0.2071 - dice_coefficient: 0.8895
Epoch 14: loss did not improve from 0.09398
343/400 [========================>.....] - ETA: 32s - loss: 0.2067 - dice_coefficient: 0.8897
Epoch 14: loss did not improve from 0.09398
344/400 [========================>.....] - ETA: 32s - loss: 0.2063 - dice_coefficient: 0.8899
Epoch 14: loss did not improve from 0.09398
345/400 [========================>.....] - ETA: 31s - loss: 0.2059 - dice_coefficient: 0.8900
Epoch 14: loss did not improve from 0.09398
346/400 [========================>.....] - ETA: 30s - loss: 0.2054 - dice_coefficient: 0.8903
Epoch 14: loss did not improve from 0.09398
347/400 [=========================>....] - ETA: 30s - loss: 0.2050 - dice_coefficient: 0.8904
Epoch 14: loss did not improve from 0.09398
348/400 [=========================>....] - ETA: 29s - loss: 0.2052 - dice_coefficient: 0.8902
Epoch 14: loss did not improve from 0.09398
349/400 [=========================>....] - ETA: 29s - loss: 0.2049 - dice_coefficient: 0.8902
Epoch 14: loss did not improve from 0.09398
350/400 [=========================>....] - ETA: 28s - loss: 0.2045 - dice_coefficient: 0.8904
Epoch 14: loss did not improve from 0.09398
351/400 [=========================>....] - ETA: 28s - loss: 0.2043 - dice_coefficient: 0.8906
Epoch 14: loss did not improve from 0.09398
352/400 [=========================>....] - ETA: 27s - loss: 0.2042 - dice_coefficient: 0.8907
Epoch 14: loss did not improve from 0.09398
353/400 [=========================>....] - ETA: 26s - loss: 0.2039 - dice_coefficient: 0.8908
Epoch 14: loss did not improve from 0.09398
354/400 [=========================>....] - ETA: 26s - loss: 0.2043 - dice_coefficient: 0.8904
Epoch 14: loss did not improve from 0.09398
355/400 [=========================>....] - ETA: 25s - loss: 0.2041 - dice_coefficient: 0.8905
Epoch 14: loss did not improve from 0.09398
356/400 [=========================>....] - ETA: 25s - loss: 0.2037 - dice_coefficient: 0.8907
Epoch 14: loss did not improve from 0.09398
357/400 [=========================>....] - ETA: 24s - loss: 0.2036 - dice_coefficient: 0.8907
Epoch 14: loss did not improve from 0.09398
358/400 [=========================>....] - ETA: 24s - loss: 0.2035 - dice_coefficient: 0.8907
Epoch 14: loss did not improve from 0.09398
359/400 [=========================>....] - ETA: 23s - loss: 0.2033 - dice_coefficient: 0.8908
Epoch 14: loss did not improve from 0.09398
360/400 [==========================>...] - ETA: 22s - loss: 0.2030 - dice_coefficient: 0.8910
Epoch 14: loss did not improve from 0.09398
361/400 [==========================>...] - ETA: 22s - loss: 0.2026 - dice_coefficient: 0.8911
Epoch 14: loss did not improve from 0.09398
362/400 [==========================>...] - ETA: 21s - loss: 0.2025 - dice_coefficient: 0.8910
Epoch 14: loss did not improve from 0.09398
363/400 [==========================>...] - ETA: 21s - loss: 0.2031 - dice_coefficient: 0.8904
Epoch 14: loss did not improve from 0.09398
364/400 [==========================>...] - ETA: 20s - loss: 0.2028 - dice_coefficient: 0.8907
Epoch 14: loss did not improve from 0.09398
365/400 [==========================>...] - ETA: 20s - loss: 0.2027 - dice_coefficient: 0.8906
Epoch 14: loss did not improve from 0.09398
366/400 [==========================>...] - ETA: 19s - loss: 0.2027 - dice_coefficient: 0.8904
Epoch 14: loss did not improve from 0.09398
367/400 [==========================>...] - ETA: 18s - loss: 0.2027 - dice_coefficient: 0.8902
Epoch 14: loss did not improve from 0.09398
368/400 [==========================>...] - ETA: 18s - loss: 0.2025 - dice_coefficient: 0.8903
Epoch 14: loss did not improve from 0.09398
369/400 [==========================>...] - ETA: 17s - loss: 0.2023 - dice_coefficient: 0.8905
Epoch 14: loss did not improve from 0.09398
370/400 [==========================>...] - ETA: 17s - loss: 0.2020 - dice_coefficient: 0.8906
Epoch 14: loss did not improve from 0.09398
371/400 [==========================>...] - ETA: 16s - loss: 0.2017 - dice_coefficient: 0.8908
Epoch 14: loss did not improve from 0.09398
372/400 [==========================>...] - ETA: 16s - loss: 0.2022 - dice_coefficient: 0.8903
Epoch 14: loss did not improve from 0.09398
373/400 [==========================>...] - ETA: 15s - loss: 0.2021 - dice_coefficient: 0.8902
Epoch 14: loss did not improve from 0.09398
374/400 [===========================>..] - ETA: 14s - loss: 0.2018 - dice_coefficient: 0.8904
Epoch 14: loss did not improve from 0.09398
375/400 [===========================>..] - ETA: 14s - loss: 0.2015 - dice_coefficient: 0.8905
Epoch 14: loss did not improve from 0.09398
376/400 [===========================>..] - ETA: 13s - loss: 0.2012 - dice_coefficient: 0.8907
Epoch 14: loss did not improve from 0.09398
377/400 [===========================>..] - ETA: 13s - loss: 0.2010 - dice_coefficient: 0.8907
Epoch 14: loss did not improve from 0.09398
378/400 [===========================>..] - ETA: 12s - loss: 0.2020 - dice_coefficient: 0.8899
Epoch 14: loss did not improve from 0.09398
379/400 [===========================>..] - ETA: 12s - loss: 0.2017 - dice_coefficient: 0.8901
Epoch 14: loss did not improve from 0.09398
380/400 [===========================>..] - ETA: 11s - loss: 0.2019 - dice_coefficient: 0.8898
Epoch 14: loss did not improve from 0.09398
381/400 [===========================>..] - ETA: 10s - loss: 0.2016 - dice_coefficient: 0.8899
Epoch 14: loss did not improve from 0.09398
382/400 [===========================>..] - ETA: 10s - loss: 0.2014 - dice_coefficient: 0.8899
Epoch 14: loss did not improve from 0.09398
383/400 [===========================>..] - ETA: 9s - loss: 0.2011 - dice_coefficient: 0.8901 
Epoch 14: loss did not improve from 0.09398
384/400 [===========================>..] - ETA: 9s - loss: 0.2007 - dice_coefficient: 0.8903
Epoch 14: loss did not improve from 0.09398
385/400 [===========================>..] - ETA: 8s - loss: 0.2005 - dice_coefficient: 0.8904
Epoch 14: loss did not improve from 0.09398
386/400 [===========================>..] - ETA: 8s - loss: 0.2007 - dice_coefficient: 0.8903
Epoch 14: loss did not improve from 0.09398
387/400 [============================>.] - ETA: 7s - loss: 0.2007 - dice_coefficient: 0.8901
Epoch 14: loss did not improve from 0.09398
388/400 [============================>.] - ETA: 6s - loss: 0.2005 - dice_coefficient: 0.8902
Epoch 14: loss did not improve from 0.09398
389/400 [============================>.] - ETA: 6s - loss: 0.2006 - dice_coefficient: 0.8901
Epoch 14: loss did not improve from 0.09398
390/400 [============================>.] - ETA: 5s - loss: 0.2003 - dice_coefficient: 0.8902
Epoch 14: loss did not improve from 0.09398
391/400 [============================>.] - ETA: 5s - loss: 0.2002 - dice_coefficient: 0.8902
Epoch 14: loss did not improve from 0.09398
392/400 [============================>.] - ETA: 4s - loss: 0.1999 - dice_coefficient: 0.8903
Epoch 14: loss did not improve from 0.09398
393/400 [============================>.] - ETA: 4s - loss: 0.2004 - dice_coefficient: 0.8902
Epoch 14: loss did not improve from 0.09398
394/400 [============================>.] - ETA: 3s - loss: 0.2003 - dice_coefficient: 0.8902
Epoch 14: loss did not improve from 0.09398
395/400 [============================>.] - ETA: 2s - loss: 0.2002 - dice_coefficient: 0.8902
Epoch 14: loss did not improve from 0.09398
396/400 [============================>.] - ETA: 2s - loss: 0.1998 - dice_coefficient: 0.8904
Epoch 14: loss did not improve from 0.09398
397/400 [============================>.] - ETA: 1s - loss: 0.1997 - dice_coefficient: 0.8904
Epoch 14: loss did not improve from 0.09398
398/400 [============================>.] - ETA: 1s - loss: 0.1994 - dice_coefficient: 0.8905
Epoch 14: loss did not improve from 0.09398
399/400 [============================>.] - ETA: 0s - loss: 0.1992 - dice_coefficient: 0.8906
Epoch 14: loss did not improve from 0.09398
400/400 [==============================] - 230s 576ms/step - loss: 0.1988 - dice_coefficient: 0.8908 - val_loss: 0.7500 - val_dice_coefficient: 0.6385 - lr: 1.0000e-04
Epoch 15/30

Epoch 15: loss improved from 0.09398 to 0.07949, saving model to model-0.08.h5
  1/400 [..............................] - ETA: 4:43 - loss: 0.0795 - dice_coefficient: 0.9371
Epoch 15: loss improved from 0.07949 to 0.07436, saving model to model-0.07.h5
  2/400 [..............................] - ETA: 4:48 - loss: 0.0744 - dice_coefficient: 0.9535
Epoch 15: loss did not improve from 0.07436
  3/400 [..............................] - ETA: 4:18 - loss: 0.0918 - dice_coefficient: 0.9406
Epoch 15: loss did not improve from 0.07436
  4/400 [..............................] - ETA: 4:10 - loss: 0.0964 - dice_coefficient: 0.9367
Epoch 15: loss did not improve from 0.07436
  5/400 [..............................] - ETA: 4:03 - loss: 0.1015 - dice_coefficient: 0.9345
Epoch 15: loss did not improve from 0.07436
  6/400 [..............................] - ETA: 3:58 - loss: 0.1276 - dice_coefficient: 0.9168
Epoch 15: loss did not improve from 0.07436
  7/400 [..............................] - ETA: 3:56 - loss: 0.1456 - dice_coefficient: 0.9050
Epoch 15: loss did not improve from 0.07436
  8/400 [..............................] - ETA: 3:54 - loss: 0.1400 - dice_coefficient: 0.9075
Epoch 15: loss did not improve from 0.07436
  9/400 [..............................] - ETA: 3:52 - loss: 0.1310 - dice_coefficient: 0.9136
Epoch 15: loss did not improve from 0.07436
 10/400 [..............................] - ETA: 3:50 - loss: 0.1252 - dice_coefficient: 0.9172
Epoch 15: loss did not improve from 0.07436
 11/400 [..............................] - ETA: 3:49 - loss: 0.1221 - dice_coefficient: 0.9209
Epoch 15: loss did not improve from 0.07436
 12/400 [..............................] - ETA: 3:48 - loss: 0.1249 - dice_coefficient: 0.9186
Epoch 15: loss did not improve from 0.07436
 13/400 [..............................] - ETA: 3:47 - loss: 0.1278 - dice_coefficient: 0.9153
Epoch 15: loss did not improve from 0.07436
 14/400 [>.............................] - ETA: 3:46 - loss: 0.1269 - dice_coefficient: 0.9165
Epoch 15: loss did not improve from 0.07436
 15/400 [>.............................] - ETA: 3:45 - loss: 0.1254 - dice_coefficient: 0.9164
Epoch 15: loss did not improve from 0.07436
 16/400 [>.............................] - ETA: 3:44 - loss: 0.1367 - dice_coefficient: 0.9070
Epoch 15: loss did not improve from 0.07436
 17/400 [>.............................] - ETA: 3:43 - loss: 0.1336 - dice_coefficient: 0.9084
Epoch 15: loss did not improve from 0.07436
 18/400 [>.............................] - ETA: 3:42 - loss: 0.1377 - dice_coefficient: 0.9067
Epoch 15: loss did not improve from 0.07436
 19/400 [>.............................] - ETA: 3:42 - loss: 0.1504 - dice_coefficient: 0.8964
Epoch 15: loss did not improve from 0.07436
 20/400 [>.............................] - ETA: 3:41 - loss: 0.1541 - dice_coefficient: 0.8975
Epoch 15: loss did not improve from 0.07436
 21/400 [>.............................] - ETA: 3:40 - loss: 0.1512 - dice_coefficient: 0.9003
Epoch 15: loss did not improve from 0.07436
 22/400 [>.............................] - ETA: 3:39 - loss: 0.1506 - dice_coefficient: 0.9000
Epoch 15: loss did not improve from 0.07436
 23/400 [>.............................] - ETA: 3:39 - loss: 0.1464 - dice_coefficient: 0.9030
Epoch 15: loss did not improve from 0.07436
 24/400 [>.............................] - ETA: 3:38 - loss: 0.1467 - dice_coefficient: 0.9042
Epoch 15: loss did not improve from 0.07436
 25/400 [>.............................] - ETA: 3:37 - loss: 0.1443 - dice_coefficient: 0.9058
Epoch 15: loss did not improve from 0.07436
 26/400 [>.............................] - ETA: 3:37 - loss: 0.1546 - dice_coefficient: 0.8977
Epoch 15: loss did not improve from 0.07436
 27/400 [=>............................] - ETA: 3:36 - loss: 0.1544 - dice_coefficient: 0.8979
Epoch 15: loss did not improve from 0.07436
 28/400 [=>............................] - ETA: 3:35 - loss: 0.1524 - dice_coefficient: 0.8985
Epoch 15: loss did not improve from 0.07436
 29/400 [=>............................] - ETA: 3:34 - loss: 0.1546 - dice_coefficient: 0.8964
Epoch 15: loss did not improve from 0.07436
 30/400 [=>............................] - ETA: 3:34 - loss: 0.1553 - dice_coefficient: 0.8955
Epoch 15: loss did not improve from 0.07436
 31/400 [=>............................] - ETA: 3:33 - loss: 0.1534 - dice_coefficient: 0.8965
Epoch 15: loss did not improve from 0.07436
 32/400 [=>............................] - ETA: 3:33 - loss: 0.1585 - dice_coefficient: 0.8916
Epoch 15: loss did not improve from 0.07436
 33/400 [=>............................] - ETA: 3:32 - loss: 0.1564 - dice_coefficient: 0.8930
Epoch 15: loss did not improve from 0.07436
 34/400 [=>............................] - ETA: 3:31 - loss: 0.1546 - dice_coefficient: 0.8947
Epoch 15: loss did not improve from 0.07436
 35/400 [=>............................] - ETA: 3:31 - loss: 0.1548 - dice_coefficient: 0.8938
Epoch 15: loss did not improve from 0.07436
 36/400 [=>............................] - ETA: 3:30 - loss: 0.1551 - dice_coefficient: 0.8933
Epoch 15: loss did not improve from 0.07436
 37/400 [=>............................] - ETA: 3:29 - loss: 0.1538 - dice_coefficient: 0.8938
Epoch 15: loss did not improve from 0.07436
 38/400 [=>............................] - ETA: 3:29 - loss: 0.1522 - dice_coefficient: 0.8947
Epoch 15: loss did not improve from 0.07436
 39/400 [=>............................] - ETA: 3:28 - loss: 0.1516 - dice_coefficient: 0.8951
Epoch 15: loss did not improve from 0.07436
 40/400 [==>...........................] - ETA: 3:27 - loss: 0.1502 - dice_coefficient: 0.8965
Epoch 15: loss did not improve from 0.07436
 41/400 [==>...........................] - ETA: 3:27 - loss: 0.1490 - dice_coefficient: 0.8972
Epoch 15: loss did not improve from 0.07436
 42/400 [==>...........................] - ETA: 3:26 - loss: 0.1470 - dice_coefficient: 0.8987
Epoch 15: loss did not improve from 0.07436
 43/400 [==>...........................] - ETA: 3:26 - loss: 0.1458 - dice_coefficient: 0.9002
Epoch 15: loss did not improve from 0.07436
 44/400 [==>...........................] - ETA: 3:25 - loss: 0.1445 - dice_coefficient: 0.9014
Epoch 15: loss did not improve from 0.07436
 45/400 [==>...........................] - ETA: 3:24 - loss: 0.1436 - dice_coefficient: 0.9019
Epoch 15: loss did not improve from 0.07436
 46/400 [==>...........................] - ETA: 3:24 - loss: 0.1419 - dice_coefficient: 0.9034
Epoch 15: loss did not improve from 0.07436
 47/400 [==>...........................] - ETA: 3:23 - loss: 0.1457 - dice_coefficient: 0.9000
Epoch 15: loss did not improve from 0.07436
 48/400 [==>...........................] - ETA: 3:23 - loss: 0.1450 - dice_coefficient: 0.9007
Epoch 15: loss did not improve from 0.07436
 49/400 [==>...........................] - ETA: 3:22 - loss: 0.1438 - dice_coefficient: 0.9019
Epoch 15: loss did not improve from 0.07436
 50/400 [==>...........................] - ETA: 3:21 - loss: 0.1423 - dice_coefficient: 0.9026
Epoch 15: loss did not improve from 0.07436
 51/400 [==>...........................] - ETA: 3:21 - loss: 0.1450 - dice_coefficient: 0.9001
Epoch 15: loss did not improve from 0.07436
 52/400 [==>...........................] - ETA: 3:20 - loss: 0.1446 - dice_coefficient: 0.9009
Epoch 15: loss did not improve from 0.07436
 53/400 [==>...........................] - ETA: 3:19 - loss: 0.1427 - dice_coefficient: 0.9023
Epoch 15: loss did not improve from 0.07436
 54/400 [===>..........................] - ETA: 3:19 - loss: 0.1411 - dice_coefficient: 0.9036
Epoch 15: loss did not improve from 0.07436
 55/400 [===>..........................] - ETA: 3:18 - loss: 0.1406 - dice_coefficient: 0.9044
Epoch 15: loss did not improve from 0.07436
 56/400 [===>..........................] - ETA: 3:18 - loss: 0.1398 - dice_coefficient: 0.9048
Epoch 15: loss did not improve from 0.07436
 57/400 [===>..........................] - ETA: 3:17 - loss: 0.1392 - dice_coefficient: 0.9051
Epoch 15: loss did not improve from 0.07436
 58/400 [===>..........................] - ETA: 3:16 - loss: 0.1392 - dice_coefficient: 0.9051
Epoch 15: loss did not improve from 0.07436
 59/400 [===>..........................] - ETA: 3:16 - loss: 0.1385 - dice_coefficient: 0.9057
Epoch 15: loss did not improve from 0.07436
 60/400 [===>..........................] - ETA: 3:15 - loss: 0.1523 - dice_coefficient: 0.8972
Epoch 15: loss did not improve from 0.07436
 61/400 [===>..........................] - ETA: 3:15 - loss: 0.1522 - dice_coefficient: 0.8968
Epoch 15: loss did not improve from 0.07436
 62/400 [===>..........................] - ETA: 3:14 - loss: 0.1516 - dice_coefficient: 0.8968
Epoch 15: loss did not improve from 0.07436
 63/400 [===>..........................] - ETA: 3:13 - loss: 0.1510 - dice_coefficient: 0.8975
Epoch 15: loss did not improve from 0.07436
 64/400 [===>..........................] - ETA: 3:13 - loss: 0.1510 - dice_coefficient: 0.8971
Epoch 15: loss did not improve from 0.07436
 65/400 [===>..........................] - ETA: 3:12 - loss: 0.1524 - dice_coefficient: 0.8959
Epoch 15: loss did not improve from 0.07436
 66/400 [===>..........................] - ETA: 3:12 - loss: 0.1518 - dice_coefficient: 0.8969
Epoch 15: loss did not improve from 0.07436
 67/400 [====>.........................] - ETA: 3:11 - loss: 0.1512 - dice_coefficient: 0.8973
Epoch 15: loss did not improve from 0.07436
 68/400 [====>.........................] - ETA: 3:10 - loss: 0.1501 - dice_coefficient: 0.8979
Epoch 15: loss did not improve from 0.07436
 69/400 [====>.........................] - ETA: 3:10 - loss: 0.1535 - dice_coefficient: 0.8951
Epoch 15: loss did not improve from 0.07436
 70/400 [====>.........................] - ETA: 3:09 - loss: 0.1537 - dice_coefficient: 0.8950
Epoch 15: loss did not improve from 0.07436
 71/400 [====>.........................] - ETA: 3:09 - loss: 0.1532 - dice_coefficient: 0.8951
Epoch 15: loss did not improve from 0.07436
 72/400 [====>.........................] - ETA: 3:08 - loss: 0.1530 - dice_coefficient: 0.8952
Epoch 15: loss did not improve from 0.07436
 73/400 [====>.........................] - ETA: 3:07 - loss: 0.1521 - dice_coefficient: 0.8960
Epoch 15: loss did not improve from 0.07436
 74/400 [====>.........................] - ETA: 3:07 - loss: 0.1510 - dice_coefficient: 0.8968
Epoch 15: loss did not improve from 0.07436
 75/400 [====>.........................] - ETA: 3:06 - loss: 0.1498 - dice_coefficient: 0.8977
Epoch 15: loss did not improve from 0.07436
 76/400 [====>.........................] - ETA: 3:06 - loss: 0.1494 - dice_coefficient: 0.8977
Epoch 15: loss did not improve from 0.07436
 77/400 [====>.........................] - ETA: 3:05 - loss: 0.1570 - dice_coefficient: 0.8925
Epoch 15: loss did not improve from 0.07436
 78/400 [====>.........................] - ETA: 3:05 - loss: 0.1563 - dice_coefficient: 0.8931
Epoch 15: loss did not improve from 0.07436
 79/400 [====>.........................] - ETA: 3:04 - loss: 0.1549 - dice_coefficient: 0.8941
Epoch 15: loss did not improve from 0.07436
 80/400 [=====>........................] - ETA: 3:03 - loss: 0.1615 - dice_coefficient: 0.8894
Epoch 15: loss did not improve from 0.07436
 81/400 [=====>........................] - ETA: 3:03 - loss: 0.1615 - dice_coefficient: 0.8895
Epoch 15: loss did not improve from 0.07436
 82/400 [=====>........................] - ETA: 3:02 - loss: 0.1611 - dice_coefficient: 0.8897
Epoch 15: loss did not improve from 0.07436
 83/400 [=====>........................] - ETA: 3:02 - loss: 0.1600 - dice_coefficient: 0.8904
Epoch 15: loss did not improve from 0.07436
 84/400 [=====>........................] - ETA: 3:01 - loss: 0.1592 - dice_coefficient: 0.8911
Epoch 15: loss did not improve from 0.07436
 85/400 [=====>........................] - ETA: 3:00 - loss: 0.1598 - dice_coefficient: 0.8903
Epoch 15: loss did not improve from 0.07436
 86/400 [=====>........................] - ETA: 3:00 - loss: 0.1625 - dice_coefficient: 0.8879
Epoch 15: loss did not improve from 0.07436
 87/400 [=====>........................] - ETA: 2:59 - loss: 0.1615 - dice_coefficient: 0.8887
Epoch 15: loss did not improve from 0.07436
 88/400 [=====>........................] - ETA: 2:59 - loss: 0.1614 - dice_coefficient: 0.8889
Epoch 15: loss did not improve from 0.07436
 89/400 [=====>........................] - ETA: 2:58 - loss: 0.1603 - dice_coefficient: 0.8896
Epoch 15: loss did not improve from 0.07436
 90/400 [=====>........................] - ETA: 2:58 - loss: 0.1685 - dice_coefficient: 0.8881
Epoch 15: loss did not improve from 0.07436
 91/400 [=====>........................] - ETA: 2:57 - loss: 0.1679 - dice_coefficient: 0.8888
Epoch 15: loss did not improve from 0.07436
 92/400 [=====>........................] - ETA: 2:56 - loss: 0.1681 - dice_coefficient: 0.8886
Epoch 15: loss did not improve from 0.07436
 93/400 [=====>........................] - ETA: 2:56 - loss: 0.1681 - dice_coefficient: 0.8887
Epoch 15: loss did not improve from 0.07436
 94/400 [======>.......................] - ETA: 2:55 - loss: 0.1683 - dice_coefficient: 0.8882
Epoch 15: loss did not improve from 0.07436
 95/400 [======>.......................] - ETA: 2:55 - loss: 0.1695 - dice_coefficient: 0.8883
Epoch 15: loss did not improve from 0.07436
 96/400 [======>.......................] - ETA: 2:54 - loss: 0.1690 - dice_coefficient: 0.8888
Epoch 15: loss did not improve from 0.07436
 97/400 [======>.......................] - ETA: 2:53 - loss: 0.1685 - dice_coefficient: 0.8892
Epoch 15: loss did not improve from 0.07436
 98/400 [======>.......................] - ETA: 2:53 - loss: 0.1686 - dice_coefficient: 0.8894
Epoch 15: loss did not improve from 0.07436
 99/400 [======>.......................] - ETA: 2:52 - loss: 0.1679 - dice_coefficient: 0.8899
Epoch 15: loss did not improve from 0.07436
100/400 [======>.......................] - ETA: 2:52 - loss: 0.1728 - dice_coefficient: 0.8864
Epoch 15: loss did not improve from 0.07436
101/400 [======>.......................] - ETA: 2:51 - loss: 0.1721 - dice_coefficient: 0.8867
Epoch 15: loss did not improve from 0.07436
102/400 [======>.......................] - ETA: 2:50 - loss: 0.1713 - dice_coefficient: 0.8872
Epoch 15: loss did not improve from 0.07436
103/400 [======>.......................] - ETA: 2:50 - loss: 0.1704 - dice_coefficient: 0.8878
Epoch 15: loss did not improve from 0.07436
104/400 [======>.......................] - ETA: 2:49 - loss: 0.1702 - dice_coefficient: 0.8884
Epoch 15: loss did not improve from 0.07436
105/400 [======>.......................] - ETA: 2:49 - loss: 0.1706 - dice_coefficient: 0.8883
Epoch 15: loss did not improve from 0.07436
106/400 [======>.......................] - ETA: 2:48 - loss: 0.1707 - dice_coefficient: 0.8885
Epoch 15: loss did not improve from 0.07436
107/400 [=======>......................] - ETA: 2:48 - loss: 0.1701 - dice_coefficient: 0.8889
Epoch 15: loss did not improve from 0.07436
108/400 [=======>......................] - ETA: 2:47 - loss: 0.1715 - dice_coefficient: 0.8878
Epoch 15: loss did not improve from 0.07436
109/400 [=======>......................] - ETA: 2:46 - loss: 0.1717 - dice_coefficient: 0.8877
Epoch 15: loss did not improve from 0.07436
110/400 [=======>......................] - ETA: 2:46 - loss: 0.1716 - dice_coefficient: 0.8879
Epoch 15: loss did not improve from 0.07436
111/400 [=======>......................] - ETA: 2:45 - loss: 0.1711 - dice_coefficient: 0.8881
Epoch 15: loss did not improve from 0.07436
112/400 [=======>......................] - ETA: 2:45 - loss: 0.1713 - dice_coefficient: 0.8882
Epoch 15: loss did not improve from 0.07436
113/400 [=======>......................] - ETA: 2:44 - loss: 0.1734 - dice_coefficient: 0.8866
Epoch 15: loss did not improve from 0.07436
114/400 [=======>......................] - ETA: 2:44 - loss: 0.1731 - dice_coefficient: 0.8868
Epoch 15: loss did not improve from 0.07436
115/400 [=======>......................] - ETA: 2:43 - loss: 0.1728 - dice_coefficient: 0.8868
Epoch 15: loss did not improve from 0.07436
116/400 [=======>......................] - ETA: 2:42 - loss: 0.1728 - dice_coefficient: 0.8869
Epoch 15: loss did not improve from 0.07436
117/400 [=======>......................] - ETA: 2:42 - loss: 0.1724 - dice_coefficient: 0.8872
Epoch 15: loss did not improve from 0.07436
118/400 [=======>......................] - ETA: 2:41 - loss: 0.1726 - dice_coefficient: 0.8875
Epoch 15: loss did not improve from 0.07436
119/400 [=======>......................] - ETA: 2:41 - loss: 0.1718 - dice_coefficient: 0.8879
Epoch 15: loss did not improve from 0.07436
120/400 [========>.....................] - ETA: 2:40 - loss: 0.1781 - dice_coefficient: 0.8845
Epoch 15: loss did not improve from 0.07436
121/400 [========>.....................] - ETA: 2:40 - loss: 0.1773 - dice_coefficient: 0.8849
Epoch 15: loss did not improve from 0.07436
122/400 [========>.....................] - ETA: 2:39 - loss: 0.1773 - dice_coefficient: 0.8849
Epoch 15: loss did not improve from 0.07436
123/400 [========>.....................] - ETA: 2:38 - loss: 0.1779 - dice_coefficient: 0.8842
Epoch 15: loss did not improve from 0.07436
124/400 [========>.....................] - ETA: 2:38 - loss: 0.1778 - dice_coefficient: 0.8839
Epoch 15: loss did not improve from 0.07436
125/400 [========>.....................] - ETA: 2:37 - loss: 0.1784 - dice_coefficient: 0.8835
Epoch 15: loss did not improve from 0.07436
126/400 [========>.....................] - ETA: 2:37 - loss: 0.1795 - dice_coefficient: 0.8823
Epoch 15: loss did not improve from 0.07436
127/400 [========>.....................] - ETA: 2:36 - loss: 0.1795 - dice_coefficient: 0.8825
Epoch 15: loss did not improve from 0.07436
128/400 [========>.....................] - ETA: 2:35 - loss: 0.1786 - dice_coefficient: 0.8830
Epoch 15: loss did not improve from 0.07436
129/400 [========>.....................] - ETA: 2:35 - loss: 0.1782 - dice_coefficient: 0.8833
Epoch 15: loss did not improve from 0.07436
130/400 [========>.....................] - ETA: 2:34 - loss: 0.1793 - dice_coefficient: 0.8824
Epoch 15: loss did not improve from 0.07436
131/400 [========>.....................] - ETA: 2:34 - loss: 0.1786 - dice_coefficient: 0.8830
Epoch 15: loss did not improve from 0.07436
132/400 [========>.....................] - ETA: 2:33 - loss: 0.1781 - dice_coefficient: 0.8835
Epoch 15: loss did not improve from 0.07436
133/400 [========>.....................] - ETA: 2:33 - loss: 0.1780 - dice_coefficient: 0.8835
Epoch 15: loss did not improve from 0.07436
134/400 [=========>....................] - ETA: 2:32 - loss: 0.1776 - dice_coefficient: 0.8838
Epoch 15: loss did not improve from 0.07436
135/400 [=========>....................] - ETA: 2:32 - loss: 0.1769 - dice_coefficient: 0.8844
Epoch 15: loss did not improve from 0.07436
136/400 [=========>....................] - ETA: 2:31 - loss: 0.1767 - dice_coefficient: 0.8845
Epoch 15: loss did not improve from 0.07436
137/400 [=========>....................] - ETA: 2:30 - loss: 0.1780 - dice_coefficient: 0.8841
Epoch 15: loss did not improve from 0.07436
138/400 [=========>....................] - ETA: 2:30 - loss: 0.1781 - dice_coefficient: 0.8837
Epoch 15: loss did not improve from 0.07436
139/400 [=========>....................] - ETA: 2:29 - loss: 0.1780 - dice_coefficient: 0.8836
Epoch 15: loss did not improve from 0.07436
140/400 [=========>....................] - ETA: 2:29 - loss: 0.1778 - dice_coefficient: 0.8835
Epoch 15: loss did not improve from 0.07436
141/400 [=========>....................] - ETA: 2:28 - loss: 0.1773 - dice_coefficient: 0.8838
Epoch 15: loss did not improve from 0.07436
142/400 [=========>....................] - ETA: 2:28 - loss: 0.1769 - dice_coefficient: 0.8840
Epoch 15: loss did not improve from 0.07436
143/400 [=========>....................] - ETA: 2:27 - loss: 0.1767 - dice_coefficient: 0.8840
Epoch 15: loss did not improve from 0.07436
144/400 [=========>....................] - ETA: 2:27 - loss: 0.1762 - dice_coefficient: 0.8842
Epoch 15: loss did not improve from 0.07436
145/400 [=========>....................] - ETA: 2:26 - loss: 0.1760 - dice_coefficient: 0.8844
Epoch 15: loss did not improve from 0.07436
146/400 [=========>....................] - ETA: 2:26 - loss: 0.1757 - dice_coefficient: 0.8846
Epoch 15: loss did not improve from 0.07436
147/400 [==========>...................] - ETA: 2:25 - loss: 0.1761 - dice_coefficient: 0.8840
Epoch 15: loss did not improve from 0.07436
148/400 [==========>...................] - ETA: 2:25 - loss: 0.1755 - dice_coefficient: 0.8844
Epoch 15: loss did not improve from 0.07436
149/400 [==========>...................] - ETA: 2:24 - loss: 0.1749 - dice_coefficient: 0.8848
Epoch 15: loss did not improve from 0.07436
150/400 [==========>...................] - ETA: 2:24 - loss: 0.1745 - dice_coefficient: 0.8851
Epoch 15: loss did not improve from 0.07436
151/400 [==========>...................] - ETA: 2:23 - loss: 0.1740 - dice_coefficient: 0.8854
Epoch 15: loss did not improve from 0.07436
152/400 [==========>...................] - ETA: 2:22 - loss: 0.1745 - dice_coefficient: 0.8849
Epoch 15: loss did not improve from 0.07436
153/400 [==========>...................] - ETA: 2:22 - loss: 0.1740 - dice_coefficient: 0.8853
Epoch 15: loss did not improve from 0.07436
154/400 [==========>...................] - ETA: 2:21 - loss: 0.1737 - dice_coefficient: 0.8855
Epoch 15: loss did not improve from 0.07436
155/400 [==========>...................] - ETA: 2:21 - loss: 0.1735 - dice_coefficient: 0.8855
Epoch 15: loss did not improve from 0.07436
156/400 [==========>...................] - ETA: 2:20 - loss: 0.1733 - dice_coefficient: 0.8856
Epoch 15: loss did not improve from 0.07436
157/400 [==========>...................] - ETA: 2:19 - loss: 0.1742 - dice_coefficient: 0.8846
Epoch 15: loss did not improve from 0.07436
158/400 [==========>...................] - ETA: 2:19 - loss: 0.1735 - dice_coefficient: 0.8851
Epoch 15: loss did not improve from 0.07436
159/400 [==========>...................] - ETA: 2:18 - loss: 0.1730 - dice_coefficient: 0.8854
Epoch 15: loss did not improve from 0.07436
160/400 [===========>..................] - ETA: 2:18 - loss: 0.1728 - dice_coefficient: 0.8856
Epoch 15: loss did not improve from 0.07436
161/400 [===========>..................] - ETA: 2:17 - loss: 0.1726 - dice_coefficient: 0.8856
Epoch 15: loss did not improve from 0.07436
162/400 [===========>..................] - ETA: 2:17 - loss: 0.1729 - dice_coefficient: 0.8854
Epoch 15: loss did not improve from 0.07436
163/400 [===========>..................] - ETA: 2:16 - loss: 0.1731 - dice_coefficient: 0.8851
Epoch 15: loss did not improve from 0.07436
164/400 [===========>..................] - ETA: 2:15 - loss: 0.1725 - dice_coefficient: 0.8855
Epoch 15: loss did not improve from 0.07436
165/400 [===========>..................] - ETA: 2:15 - loss: 0.1720 - dice_coefficient: 0.8858
Epoch 15: loss did not improve from 0.07436
166/400 [===========>..................] - ETA: 2:14 - loss: 0.1717 - dice_coefficient: 0.8860
Epoch 15: loss did not improve from 0.07436
167/400 [===========>..................] - ETA: 2:14 - loss: 0.1714 - dice_coefficient: 0.8864
Epoch 15: loss did not improve from 0.07436
168/400 [===========>..................] - ETA: 2:13 - loss: 0.1711 - dice_coefficient: 0.8866
Epoch 15: loss did not improve from 0.07436
169/400 [===========>..................] - ETA: 2:12 - loss: 0.1708 - dice_coefficient: 0.8868
Epoch 15: loss did not improve from 0.07436
170/400 [===========>..................] - ETA: 2:12 - loss: 0.1708 - dice_coefficient: 0.8870
Epoch 15: loss did not improve from 0.07436
171/400 [===========>..................] - ETA: 2:11 - loss: 0.1708 - dice_coefficient: 0.8868
Epoch 15: loss did not improve from 0.07436
172/400 [===========>..................] - ETA: 2:11 - loss: 0.1705 - dice_coefficient: 0.8870
Epoch 15: loss did not improve from 0.07436
173/400 [===========>..................] - ETA: 2:10 - loss: 0.1706 - dice_coefficient: 0.8869
Epoch 15: loss did not improve from 0.07436
174/400 [============>.................] - ETA: 2:10 - loss: 0.1703 - dice_coefficient: 0.8870
Epoch 15: loss did not improve from 0.07436
175/400 [============>.................] - ETA: 2:09 - loss: 0.1698 - dice_coefficient: 0.8874
Epoch 15: loss did not improve from 0.07436
176/400 [============>.................] - ETA: 2:08 - loss: 0.1694 - dice_coefficient: 0.8876
Epoch 15: loss did not improve from 0.07436
177/400 [============>.................] - ETA: 2:08 - loss: 0.1696 - dice_coefficient: 0.8873
Epoch 15: loss did not improve from 0.07436
178/400 [============>.................] - ETA: 2:07 - loss: 0.1690 - dice_coefficient: 0.8878
Epoch 15: loss did not improve from 0.07436
179/400 [============>.................] - ETA: 2:07 - loss: 0.1687 - dice_coefficient: 0.8881
Epoch 15: loss did not improve from 0.07436
180/400 [============>.................] - ETA: 2:06 - loss: 0.1728 - dice_coefficient: 0.8856
Epoch 15: loss did not improve from 0.07436
181/400 [============>.................] - ETA: 2:06 - loss: 0.1725 - dice_coefficient: 0.8858
Epoch 15: loss did not improve from 0.07436
182/400 [============>.................] - ETA: 2:05 - loss: 0.1762 - dice_coefficient: 0.8833
Epoch 15: loss did not improve from 0.07436
183/400 [============>.................] - ETA: 2:04 - loss: 0.1761 - dice_coefficient: 0.8834
Epoch 15: loss did not improve from 0.07436
184/400 [============>.................] - ETA: 2:04 - loss: 0.1755 - dice_coefficient: 0.8838
Epoch 15: loss did not improve from 0.07436
185/400 [============>.................] - ETA: 2:03 - loss: 0.1755 - dice_coefficient: 0.8836
Epoch 15: loss did not improve from 0.07436
186/400 [============>.................] - ETA: 2:03 - loss: 0.1756 - dice_coefficient: 0.8836
Epoch 15: loss did not improve from 0.07436
187/400 [=============>................] - ETA: 2:02 - loss: 0.1756 - dice_coefficient: 0.8837
Epoch 15: loss did not improve from 0.07436
188/400 [=============>................] - ETA: 2:01 - loss: 0.1751 - dice_coefficient: 0.8840
Epoch 15: loss did not improve from 0.07436
189/400 [=============>................] - ETA: 2:01 - loss: 0.1750 - dice_coefficient: 0.8842
Epoch 15: loss did not improve from 0.07436
190/400 [=============>................] - ETA: 2:00 - loss: 0.1752 - dice_coefficient: 0.8838
Epoch 15: loss did not improve from 0.07436
191/400 [=============>................] - ETA: 2:00 - loss: 0.1749 - dice_coefficient: 0.8840
Epoch 15: loss did not improve from 0.07436
192/400 [=============>................] - ETA: 1:59 - loss: 0.1744 - dice_coefficient: 0.8844
Epoch 15: loss did not improve from 0.07436
193/400 [=============>................] - ETA: 1:59 - loss: 0.1744 - dice_coefficient: 0.8842
Epoch 15: loss did not improve from 0.07436
194/400 [=============>................] - ETA: 1:58 - loss: 0.1743 - dice_coefficient: 0.8842
Epoch 15: loss did not improve from 0.07436
195/400 [=============>................] - ETA: 1:57 - loss: 0.1743 - dice_coefficient: 0.8843
Epoch 15: loss did not improve from 0.07436
196/400 [=============>................] - ETA: 1:57 - loss: 0.1737 - dice_coefficient: 0.8847
Epoch 15: loss did not improve from 0.07436
197/400 [=============>................] - ETA: 1:56 - loss: 0.1737 - dice_coefficient: 0.8846
Epoch 15: loss did not improve from 0.07436
198/400 [=============>................] - ETA: 1:56 - loss: 0.1734 - dice_coefficient: 0.8847
Epoch 15: loss did not improve from 0.07436
199/400 [=============>................] - ETA: 1:55 - loss: 0.1730 - dice_coefficient: 0.8850
Epoch 15: loss did not improve from 0.07436
200/400 [==============>...............] - ETA: 1:55 - loss: 0.1757 - dice_coefficient: 0.8831
Epoch 15: loss did not improve from 0.07436
201/400 [==============>...............] - ETA: 1:54 - loss: 0.1758 - dice_coefficient: 0.8832
Epoch 15: loss did not improve from 0.07436
202/400 [==============>...............] - ETA: 1:53 - loss: 0.1758 - dice_coefficient: 0.8834
Epoch 15: loss did not improve from 0.07436
203/400 [==============>...............] - ETA: 1:53 - loss: 0.1754 - dice_coefficient: 0.8836
Epoch 15: loss did not improve from 0.07436
204/400 [==============>...............] - ETA: 1:52 - loss: 0.1811 - dice_coefficient: 0.8807
Epoch 15: loss did not improve from 0.07436
205/400 [==============>...............] - ETA: 1:52 - loss: 0.1808 - dice_coefficient: 0.8808
Epoch 15: loss did not improve from 0.07436
206/400 [==============>...............] - ETA: 1:51 - loss: 0.1818 - dice_coefficient: 0.8799
Epoch 15: loss did not improve from 0.07436
207/400 [==============>...............] - ETA: 1:50 - loss: 0.1819 - dice_coefficient: 0.8801
Epoch 15: loss did not improve from 0.07436
208/400 [==============>...............] - ETA: 1:50 - loss: 0.1816 - dice_coefficient: 0.8804
Epoch 15: loss did not improve from 0.07436
209/400 [==============>...............] - ETA: 1:49 - loss: 0.1812 - dice_coefficient: 0.8806
Epoch 15: loss did not improve from 0.07436
210/400 [==============>...............] - ETA: 1:49 - loss: 0.1817 - dice_coefficient: 0.8800
Epoch 15: loss did not improve from 0.07436
211/400 [==============>...............] - ETA: 1:48 - loss: 0.1819 - dice_coefficient: 0.8797
Epoch 15: loss did not improve from 0.07436
212/400 [==============>...............] - ETA: 1:48 - loss: 0.1815 - dice_coefficient: 0.8799
Epoch 15: loss did not improve from 0.07436
213/400 [==============>...............] - ETA: 1:47 - loss: 0.1812 - dice_coefficient: 0.8801
Epoch 15: loss did not improve from 0.07436
214/400 [===============>..............] - ETA: 1:46 - loss: 0.1812 - dice_coefficient: 0.8800
Epoch 15: loss did not improve from 0.07436
215/400 [===============>..............] - ETA: 1:46 - loss: 0.1813 - dice_coefficient: 0.8799
Epoch 15: loss did not improve from 0.07436
216/400 [===============>..............] - ETA: 1:45 - loss: 0.1808 - dice_coefficient: 0.8802
Epoch 15: loss did not improve from 0.07436
217/400 [===============>..............] - ETA: 1:45 - loss: 0.1808 - dice_coefficient: 0.8800
Epoch 15: loss did not improve from 0.07436
218/400 [===============>..............] - ETA: 1:44 - loss: 0.1804 - dice_coefficient: 0.8804
Epoch 15: loss did not improve from 0.07436
219/400 [===============>..............] - ETA: 1:44 - loss: 0.1802 - dice_coefficient: 0.8806
Epoch 15: loss did not improve from 0.07436
220/400 [===============>..............] - ETA: 1:43 - loss: 0.1798 - dice_coefficient: 0.8809
Epoch 15: loss did not improve from 0.07436
221/400 [===============>..............] - ETA: 1:42 - loss: 0.1804 - dice_coefficient: 0.8806
Epoch 15: loss did not improve from 0.07436
222/400 [===============>..............] - ETA: 1:42 - loss: 0.1813 - dice_coefficient: 0.8806
Epoch 15: loss did not improve from 0.07436
223/400 [===============>..............] - ETA: 1:41 - loss: 0.1810 - dice_coefficient: 0.8809
Epoch 15: loss did not improve from 0.07436
224/400 [===============>..............] - ETA: 1:41 - loss: 0.1811 - dice_coefficient: 0.8811
Epoch 15: loss did not improve from 0.07436
225/400 [===============>..............] - ETA: 1:40 - loss: 0.1809 - dice_coefficient: 0.8811
Epoch 15: loss did not improve from 0.07436
226/400 [===============>..............] - ETA: 1:40 - loss: 0.1806 - dice_coefficient: 0.8814
Epoch 15: loss did not improve from 0.07436
227/400 [================>.............] - ETA: 1:39 - loss: 0.1801 - dice_coefficient: 0.8817
Epoch 15: loss did not improve from 0.07436
228/400 [================>.............] - ETA: 1:38 - loss: 0.1798 - dice_coefficient: 0.8820
Epoch 15: loss did not improve from 0.07436
229/400 [================>.............] - ETA: 1:38 - loss: 0.1797 - dice_coefficient: 0.8820
Epoch 15: loss did not improve from 0.07436
230/400 [================>.............] - ETA: 1:37 - loss: 0.1794 - dice_coefficient: 0.8822
Epoch 15: loss did not improve from 0.07436
231/400 [================>.............] - ETA: 1:37 - loss: 0.1792 - dice_coefficient: 0.8825
Epoch 15: loss did not improve from 0.07436
232/400 [================>.............] - ETA: 1:36 - loss: 0.1790 - dice_coefficient: 0.8825
Epoch 15: loss did not improve from 0.07436
233/400 [================>.............] - ETA: 1:35 - loss: 0.1785 - dice_coefficient: 0.8829
Epoch 15: loss did not improve from 0.07436
234/400 [================>.............] - ETA: 1:35 - loss: 0.1783 - dice_coefficient: 0.8831
Epoch 15: loss did not improve from 0.07436
235/400 [================>.............] - ETA: 1:34 - loss: 0.1782 - dice_coefficient: 0.8833
Epoch 15: loss did not improve from 0.07436
236/400 [================>.............] - ETA: 1:34 - loss: 0.1777 - dice_coefficient: 0.8836
Epoch 15: loss did not improve from 0.07436
237/400 [================>.............] - ETA: 1:33 - loss: 0.1774 - dice_coefficient: 0.8838
Epoch 15: loss did not improve from 0.07436
238/400 [================>.............] - ETA: 1:33 - loss: 0.1771 - dice_coefficient: 0.8840
Epoch 15: loss did not improve from 0.07436
239/400 [================>.............] - ETA: 1:32 - loss: 0.1768 - dice_coefficient: 0.8843
Epoch 15: loss did not improve from 0.07436
240/400 [=================>............] - ETA: 1:31 - loss: 0.2438 - dice_coefficient: 0.8806
Epoch 15: loss did not improve from 0.07436
241/400 [=================>............] - ETA: 1:31 - loss: 0.2430 - dice_coefficient: 0.8809
Epoch 15: loss did not improve from 0.07436
242/400 [=================>............] - ETA: 1:30 - loss: 0.2426 - dice_coefficient: 0.8811
Epoch 15: loss did not improve from 0.07436
243/400 [=================>............] - ETA: 1:30 - loss: 0.2420 - dice_coefficient: 0.8814
Epoch 15: loss did not improve from 0.07436
244/400 [=================>............] - ETA: 1:29 - loss: 0.2415 - dice_coefficient: 0.8817
Epoch 15: loss did not improve from 0.07436
245/400 [=================>............] - ETA: 1:29 - loss: 0.2410 - dice_coefficient: 0.8819
Epoch 15: loss did not improve from 0.07436
246/400 [=================>............] - ETA: 1:28 - loss: 0.2402 - dice_coefficient: 0.8823
Epoch 15: loss did not improve from 0.07436
247/400 [=================>............] - ETA: 1:27 - loss: 0.2396 - dice_coefficient: 0.8826
Epoch 15: loss did not improve from 0.07436
248/400 [=================>............] - ETA: 1:27 - loss: 0.2395 - dice_coefficient: 0.8826
Epoch 15: loss did not improve from 0.07436
249/400 [=================>............] - ETA: 1:26 - loss: 0.2396 - dice_coefficient: 0.8821
Epoch 15: loss did not improve from 0.07436
250/400 [=================>............] - ETA: 1:26 - loss: 0.2399 - dice_coefficient: 0.8816
Epoch 15: loss did not improve from 0.07436
251/400 [=================>............] - ETA: 1:25 - loss: 0.2395 - dice_coefficient: 0.8818
Epoch 15: loss did not improve from 0.07436
252/400 [=================>............] - ETA: 1:25 - loss: 0.2390 - dice_coefficient: 0.8819
Epoch 15: loss did not improve from 0.07436
253/400 [=================>............] - ETA: 1:24 - loss: 0.2384 - dice_coefficient: 0.8822
Epoch 15: loss did not improve from 0.07436
254/400 [==================>...........] - ETA: 1:23 - loss: 0.2381 - dice_coefficient: 0.8822
Epoch 15: loss did not improve from 0.07436
255/400 [==================>...........] - ETA: 1:23 - loss: 0.2376 - dice_coefficient: 0.8823
Epoch 15: loss did not improve from 0.07436
256/400 [==================>...........] - ETA: 1:22 - loss: 0.2370 - dice_coefficient: 0.8825
Epoch 15: loss did not improve from 0.07436
257/400 [==================>...........] - ETA: 1:22 - loss: 0.2368 - dice_coefficient: 0.8825
Epoch 15: loss did not improve from 0.07436
258/400 [==================>...........] - ETA: 1:21 - loss: 0.2364 - dice_coefficient: 0.8826
Epoch 15: loss did not improve from 0.07436
259/400 [==================>...........] - ETA: 1:20 - loss: 0.2359 - dice_coefficient: 0.8827
Epoch 15: loss did not improve from 0.07436
260/400 [==================>...........] - ETA: 1:20 - loss: 0.2359 - dice_coefficient: 0.8826
Epoch 15: loss did not improve from 0.07436
261/400 [==================>...........] - ETA: 1:19 - loss: 0.2354 - dice_coefficient: 0.8828
Epoch 15: loss did not improve from 0.07436
262/400 [==================>...........] - ETA: 1:19 - loss: 0.2351 - dice_coefficient: 0.8828
Epoch 15: loss did not improve from 0.07436
263/400 [==================>...........] - ETA: 1:18 - loss: 0.2352 - dice_coefficient: 0.8826
Epoch 15: loss did not improve from 0.07436
264/400 [==================>...........] - ETA: 1:18 - loss: 0.2352 - dice_coefficient: 0.8827
Epoch 15: loss did not improve from 0.07436
265/400 [==================>...........] - ETA: 1:17 - loss: 0.2353 - dice_coefficient: 0.8824
Epoch 15: loss did not improve from 0.07436
266/400 [==================>...........] - ETA: 1:16 - loss: 0.2350 - dice_coefficient: 0.8823
Epoch 15: loss did not improve from 0.07436
267/400 [===================>..........] - ETA: 1:16 - loss: 0.2344 - dice_coefficient: 0.8826
Epoch 15: loss did not improve from 0.07436
268/400 [===================>..........] - ETA: 1:15 - loss: 0.2342 - dice_coefficient: 0.8827
Epoch 15: loss did not improve from 0.07436
269/400 [===================>..........] - ETA: 1:15 - loss: 0.2338 - dice_coefficient: 0.8828
Epoch 15: loss did not improve from 0.07436
270/400 [===================>..........] - ETA: 1:14 - loss: 0.2335 - dice_coefficient: 0.8827
Epoch 15: loss did not improve from 0.07436
271/400 [===================>..........] - ETA: 1:14 - loss: 0.2330 - dice_coefficient: 0.8829
Epoch 15: loss did not improve from 0.07436
272/400 [===================>..........] - ETA: 1:13 - loss: 0.2332 - dice_coefficient: 0.8824
Epoch 15: loss did not improve from 0.07436
273/400 [===================>..........] - ETA: 1:12 - loss: 0.2330 - dice_coefficient: 0.8824
Epoch 15: loss did not improve from 0.07436
274/400 [===================>..........] - ETA: 1:12 - loss: 0.2325 - dice_coefficient: 0.8826
Epoch 15: loss did not improve from 0.07436
275/400 [===================>..........] - ETA: 1:11 - loss: 0.2321 - dice_coefficient: 0.8828
Epoch 15: loss did not improve from 0.07436
276/400 [===================>..........] - ETA: 1:11 - loss: 0.2315 - dice_coefficient: 0.8831
Epoch 15: loss did not improve from 0.07436
277/400 [===================>..........] - ETA: 1:10 - loss: 0.2312 - dice_coefficient: 0.8831
Epoch 15: loss did not improve from 0.07436
278/400 [===================>..........] - ETA: 1:10 - loss: 0.2308 - dice_coefficient: 0.8832
Epoch 15: loss did not improve from 0.07436
279/400 [===================>..........] - ETA: 1:09 - loss: 0.2302 - dice_coefficient: 0.8835
Epoch 15: loss did not improve from 0.07436
280/400 [====================>.........] - ETA: 1:08 - loss: 0.2298 - dice_coefficient: 0.8837
Epoch 15: loss did not improve from 0.07436
281/400 [====================>.........] - ETA: 1:08 - loss: 0.2306 - dice_coefficient: 0.8829
Epoch 15: loss did not improve from 0.07436
282/400 [====================>.........] - ETA: 1:07 - loss: 0.2301 - dice_coefficient: 0.8831
Epoch 15: loss did not improve from 0.07436
283/400 [====================>.........] - ETA: 1:07 - loss: 0.2297 - dice_coefficient: 0.8833
Epoch 15: loss did not improve from 0.07436
284/400 [====================>.........] - ETA: 1:06 - loss: 0.2292 - dice_coefficient: 0.8835
Epoch 15: loss did not improve from 0.07436
285/400 [====================>.........] - ETA: 1:06 - loss: 0.2287 - dice_coefficient: 0.8836
Epoch 15: loss did not improve from 0.07436
286/400 [====================>.........] - ETA: 1:05 - loss: 0.2283 - dice_coefficient: 0.8837
Epoch 15: loss did not improve from 0.07436
287/400 [====================>.........] - ETA: 1:04 - loss: 0.2278 - dice_coefficient: 0.8839
Epoch 15: loss did not improve from 0.07436
288/400 [====================>.........] - ETA: 1:04 - loss: 0.2276 - dice_coefficient: 0.8841
Epoch 15: loss did not improve from 0.07436
289/400 [====================>.........] - ETA: 1:03 - loss: 0.2270 - dice_coefficient: 0.8844
Epoch 15: loss did not improve from 0.07436
290/400 [====================>.........] - ETA: 1:03 - loss: 0.2266 - dice_coefficient: 0.8845
Epoch 15: loss did not improve from 0.07436
291/400 [====================>.........] - ETA: 1:02 - loss: 0.2262 - dice_coefficient: 0.8846
Epoch 15: loss did not improve from 0.07436
292/400 [====================>.........] - ETA: 1:01 - loss: 0.2256 - dice_coefficient: 0.8849
Epoch 15: loss did not improve from 0.07436
293/400 [====================>.........] - ETA: 1:01 - loss: 0.2250 - dice_coefficient: 0.8852
Epoch 15: loss did not improve from 0.07436
294/400 [=====================>........] - ETA: 1:00 - loss: 0.2249 - dice_coefficient: 0.8850
Epoch 15: loss did not improve from 0.07436
295/400 [=====================>........] - ETA: 1:00 - loss: 0.2246 - dice_coefficient: 0.8852
Epoch 15: loss did not improve from 0.07436
296/400 [=====================>........] - ETA: 59s - loss: 0.2258 - dice_coefficient: 0.8844 
Epoch 15: loss did not improve from 0.07436
297/400 [=====================>........] - ETA: 59s - loss: 0.2253 - dice_coefficient: 0.8846
Epoch 15: loss did not improve from 0.07436
298/400 [=====================>........] - ETA: 58s - loss: 0.2249 - dice_coefficient: 0.8848
Epoch 15: loss did not improve from 0.07436
299/400 [=====================>........] - ETA: 58s - loss: 0.2246 - dice_coefficient: 0.8849
Epoch 15: loss did not improve from 0.07436
300/400 [=====================>........] - ETA: 57s - loss: 0.2241 - dice_coefficient: 0.8851
Epoch 15: loss did not improve from 0.07436
301/400 [=====================>........] - ETA: 56s - loss: 0.2242 - dice_coefficient: 0.8848
Epoch 15: loss did not improve from 0.07436
302/400 [=====================>........] - ETA: 56s - loss: 0.2237 - dice_coefficient: 0.8850
Epoch 15: loss did not improve from 0.07436
303/400 [=====================>........] - ETA: 55s - loss: 0.2235 - dice_coefficient: 0.8852
Epoch 15: loss did not improve from 0.07436
304/400 [=====================>........] - ETA: 55s - loss: 0.2231 - dice_coefficient: 0.8852
Epoch 15: loss did not improve from 0.07436
305/400 [=====================>........] - ETA: 54s - loss: 0.2231 - dice_coefficient: 0.8852
Epoch 15: loss did not improve from 0.07436
306/400 [=====================>........] - ETA: 54s - loss: 0.2225 - dice_coefficient: 0.8855
Epoch 15: loss did not improve from 0.07436
307/400 [======================>.......] - ETA: 53s - loss: 0.2221 - dice_coefficient: 0.8857
Epoch 15: loss did not improve from 0.07436
308/400 [======================>.......] - ETA: 52s - loss: 0.2217 - dice_coefficient: 0.8859
Epoch 15: loss did not improve from 0.07436
309/400 [======================>.......] - ETA: 52s - loss: 0.2212 - dice_coefficient: 0.8862
Epoch 15: loss did not improve from 0.07436
310/400 [======================>.......] - ETA: 51s - loss: 0.2213 - dice_coefficient: 0.8862
Epoch 15: loss did not improve from 0.07436
311/400 [======================>.......] - ETA: 51s - loss: 0.2208 - dice_coefficient: 0.8865
Epoch 15: loss did not improve from 0.07436
312/400 [======================>.......] - ETA: 50s - loss: 0.2210 - dice_coefficient: 0.8861
Epoch 15: loss did not improve from 0.07436
313/400 [======================>.......] - ETA: 50s - loss: 0.2207 - dice_coefficient: 0.8862
Epoch 15: loss did not improve from 0.07436
314/400 [======================>.......] - ETA: 49s - loss: 0.2203 - dice_coefficient: 0.8863
Epoch 15: loss did not improve from 0.07436
315/400 [======================>.......] - ETA: 48s - loss: 0.2199 - dice_coefficient: 0.8865
Epoch 15: loss did not improve from 0.07436
316/400 [======================>.......] - ETA: 48s - loss: 0.2196 - dice_coefficient: 0.8865
Epoch 15: loss did not improve from 0.07436
317/400 [======================>.......] - ETA: 47s - loss: 0.2197 - dice_coefficient: 0.8862
Epoch 15: loss did not improve from 0.07436
318/400 [======================>.......] - ETA: 47s - loss: 0.2197 - dice_coefficient: 0.8861
Epoch 15: loss did not improve from 0.07436
319/400 [======================>.......] - ETA: 46s - loss: 0.2192 - dice_coefficient: 0.8863
Epoch 15: loss did not improve from 0.07436
320/400 [=======================>......] - ETA: 45s - loss: 0.2188 - dice_coefficient: 0.8864
Epoch 15: loss did not improve from 0.07436
321/400 [=======================>......] - ETA: 45s - loss: 0.2184 - dice_coefficient: 0.8866
Epoch 15: loss did not improve from 0.07436
322/400 [=======================>......] - ETA: 44s - loss: 0.2181 - dice_coefficient: 0.8867
Epoch 15: loss did not improve from 0.07436
323/400 [=======================>......] - ETA: 44s - loss: 0.2177 - dice_coefficient: 0.8869
Epoch 15: loss did not improve from 0.07436
324/400 [=======================>......] - ETA: 43s - loss: 0.2172 - dice_coefficient: 0.8871
Epoch 15: loss did not improve from 0.07436
325/400 [=======================>......] - ETA: 43s - loss: 0.2170 - dice_coefficient: 0.8873
Epoch 15: loss did not improve from 0.07436
326/400 [=======================>......] - ETA: 42s - loss: 0.2168 - dice_coefficient: 0.8873
Epoch 15: loss did not improve from 0.07436
327/400 [=======================>......] - ETA: 41s - loss: 0.2167 - dice_coefficient: 0.8872
Epoch 15: loss did not improve from 0.07436
328/400 [=======================>......] - ETA: 41s - loss: 0.2164 - dice_coefficient: 0.8872
Epoch 15: loss did not improve from 0.07436
329/400 [=======================>......] - ETA: 40s - loss: 0.2163 - dice_coefficient: 0.8870
Epoch 15: loss did not improve from 0.07436
330/400 [=======================>......] - ETA: 40s - loss: 0.2159 - dice_coefficient: 0.8872
Epoch 15: loss did not improve from 0.07436
331/400 [=======================>......] - ETA: 39s - loss: 0.2156 - dice_coefficient: 0.8874
Epoch 15: loss did not improve from 0.07436
332/400 [=======================>......] - ETA: 39s - loss: 0.2153 - dice_coefficient: 0.8875
Epoch 15: loss did not improve from 0.07436
333/400 [=======================>......] - ETA: 38s - loss: 0.2150 - dice_coefficient: 0.8877
Epoch 15: loss did not improve from 0.07436
334/400 [========================>.....] - ETA: 37s - loss: 0.2149 - dice_coefficient: 0.8876
Epoch 15: loss did not improve from 0.07436
335/400 [========================>.....] - ETA: 37s - loss: 0.2147 - dice_coefficient: 0.8876
Epoch 15: loss did not improve from 0.07436
336/400 [========================>.....] - ETA: 36s - loss: 0.2144 - dice_coefficient: 0.8877
Epoch 15: loss did not improve from 0.07436
337/400 [========================>.....] - ETA: 36s - loss: 0.2139 - dice_coefficient: 0.8880
Epoch 15: loss did not improve from 0.07436
338/400 [========================>.....] - ETA: 35s - loss: 0.2137 - dice_coefficient: 0.8880
Epoch 15: loss did not improve from 0.07436
339/400 [========================>.....] - ETA: 35s - loss: 0.2135 - dice_coefficient: 0.8881
Epoch 15: loss did not improve from 0.07436
340/400 [========================>.....] - ETA: 34s - loss: 0.2133 - dice_coefficient: 0.8882
Epoch 15: loss did not improve from 0.07436
341/400 [========================>.....] - ETA: 34s - loss: 0.2134 - dice_coefficient: 0.8882
Epoch 15: loss did not improve from 0.07436
342/400 [========================>.....] - ETA: 33s - loss: 0.2131 - dice_coefficient: 0.8884
Epoch 15: loss did not improve from 0.07436
343/400 [========================>.....] - ETA: 32s - loss: 0.2130 - dice_coefficient: 0.8883
Epoch 15: loss did not improve from 0.07436
344/400 [========================>.....] - ETA: 32s - loss: 0.2125 - dice_coefficient: 0.8885
Epoch 15: loss did not improve from 0.07436
345/400 [========================>.....] - ETA: 31s - loss: 0.2124 - dice_coefficient: 0.8885
Epoch 15: loss did not improve from 0.07436
346/400 [========================>.....] - ETA: 31s - loss: 0.2120 - dice_coefficient: 0.8887
Epoch 15: loss did not improve from 0.07436
347/400 [=========================>....] - ETA: 30s - loss: 0.2117 - dice_coefficient: 0.8889
Epoch 15: loss did not improve from 0.07436
348/400 [=========================>....] - ETA: 30s - loss: 0.2112 - dice_coefficient: 0.8891
Epoch 15: loss did not improve from 0.07436
349/400 [=========================>....] - ETA: 29s - loss: 0.2108 - dice_coefficient: 0.8894
Epoch 15: loss did not improve from 0.07436
350/400 [=========================>....] - ETA: 29s - loss: 0.2105 - dice_coefficient: 0.8894
Epoch 15: loss did not improve from 0.07436
351/400 [=========================>....] - ETA: 28s - loss: 0.2106 - dice_coefficient: 0.8891
Epoch 15: loss did not improve from 0.07436
352/400 [=========================>....] - ETA: 28s - loss: 0.2104 - dice_coefficient: 0.8892
Epoch 15: loss did not improve from 0.07436
353/400 [=========================>....] - ETA: 27s - loss: 0.2102 - dice_coefficient: 0.8893
Epoch 15: loss did not improve from 0.07436
354/400 [=========================>....] - ETA: 26s - loss: 0.2097 - dice_coefficient: 0.8895
Epoch 15: loss did not improve from 0.07436
355/400 [=========================>....] - ETA: 26s - loss: 0.2095 - dice_coefficient: 0.8896
Epoch 15: loss did not improve from 0.07436
356/400 [=========================>....] - ETA: 25s - loss: 0.2091 - dice_coefficient: 0.8898
Epoch 15: loss did not improve from 0.07436
357/400 [=========================>....] - ETA: 25s - loss: 0.2088 - dice_coefficient: 0.8900
Epoch 15: loss did not improve from 0.07436
358/400 [=========================>....] - ETA: 24s - loss: 0.2088 - dice_coefficient: 0.8899
Epoch 15: loss did not improve from 0.07436
359/400 [=========================>....] - ETA: 24s - loss: 0.2084 - dice_coefficient: 0.8900
Epoch 15: loss did not improve from 0.07436
360/400 [==========================>...] - ETA: 23s - loss: 0.2086 - dice_coefficient: 0.8897
Epoch 15: loss did not improve from 0.07436
361/400 [==========================>...] - ETA: 22s - loss: 0.2084 - dice_coefficient: 0.8898
Epoch 15: loss did not improve from 0.07436
362/400 [==========================>...] - ETA: 22s - loss: 0.2081 - dice_coefficient: 0.8899
Epoch 15: loss did not improve from 0.07436
363/400 [==========================>...] - ETA: 21s - loss: 0.2078 - dice_coefficient: 0.8901
Epoch 15: loss did not improve from 0.07436
364/400 [==========================>...] - ETA: 21s - loss: 0.2076 - dice_coefficient: 0.8901
Epoch 15: loss did not improve from 0.07436
365/400 [==========================>...] - ETA: 20s - loss: 0.2074 - dice_coefficient: 0.8901
Epoch 15: loss did not improve from 0.07436
366/400 [==========================>...] - ETA: 20s - loss: 0.2072 - dice_coefficient: 0.8902
Epoch 15: loss did not improve from 0.07436
367/400 [==========================>...] - ETA: 19s - loss: 0.2068 - dice_coefficient: 0.8903
Epoch 15: loss did not improve from 0.07436
368/400 [==========================>...] - ETA: 18s - loss: 0.2067 - dice_coefficient: 0.8904
Epoch 15: loss did not improve from 0.07436
369/400 [==========================>...] - ETA: 18s - loss: 0.2066 - dice_coefficient: 0.8903
Epoch 15: loss did not improve from 0.07436
370/400 [==========================>...] - ETA: 17s - loss: 0.2063 - dice_coefficient: 0.8904
Epoch 15: loss did not improve from 0.07436
371/400 [==========================>...] - ETA: 17s - loss: 0.2061 - dice_coefficient: 0.8904
Epoch 15: loss did not improve from 0.07436
372/400 [==========================>...] - ETA: 16s - loss: 0.2058 - dice_coefficient: 0.8906
Epoch 15: loss did not improve from 0.07436
373/400 [==========================>...] - ETA: 16s - loss: 0.2054 - dice_coefficient: 0.8907
Epoch 15: loss did not improve from 0.07436
374/400 [===========================>..] - ETA: 15s - loss: 0.2052 - dice_coefficient: 0.8908
Epoch 15: loss did not improve from 0.07436
375/400 [===========================>..] - ETA: 14s - loss: 0.2048 - dice_coefficient: 0.8910
Epoch 15: loss did not improve from 0.07436
376/400 [===========================>..] - ETA: 14s - loss: 0.2057 - dice_coefficient: 0.8907
Epoch 15: loss did not improve from 0.07436
377/400 [===========================>..] - ETA: 13s - loss: 0.2056 - dice_coefficient: 0.8906
Epoch 15: loss did not improve from 0.07436
378/400 [===========================>..] - ETA: 13s - loss: 0.2054 - dice_coefficient: 0.8907
Epoch 15: loss did not improve from 0.07436
379/400 [===========================>..] - ETA: 12s - loss: 0.2051 - dice_coefficient: 0.8908
Epoch 15: loss did not improve from 0.07436
380/400 [===========================>..] - ETA: 11s - loss: 0.2049 - dice_coefficient: 0.8908
Epoch 15: loss did not improve from 0.07436
381/400 [===========================>..] - ETA: 11s - loss: 0.2047 - dice_coefficient: 0.8908
Epoch 15: loss did not improve from 0.07436
382/400 [===========================>..] - ETA: 10s - loss: 0.2044 - dice_coefficient: 0.8909
Epoch 15: loss did not improve from 0.07436
383/400 [===========================>..] - ETA: 10s - loss: 0.2041 - dice_coefficient: 0.8910
Epoch 15: loss did not improve from 0.07436
384/400 [===========================>..] - ETA: 9s - loss: 0.2047 - dice_coefficient: 0.8904 
Epoch 15: loss did not improve from 0.07436
385/400 [===========================>..] - ETA: 8s - loss: 0.2053 - dice_coefficient: 0.8899
Epoch 15: loss did not improve from 0.07436
386/400 [===========================>..] - ETA: 8s - loss: 0.2051 - dice_coefficient: 0.8900
Epoch 15: loss did not improve from 0.07436
387/400 [============================>.] - ETA: 7s - loss: 0.2048 - dice_coefficient: 0.8901
Epoch 15: loss did not improve from 0.07436
388/400 [============================>.] - ETA: 7s - loss: 0.2046 - dice_coefficient: 0.8901
Epoch 15: loss did not improve from 0.07436
389/400 [============================>.] - ETA: 6s - loss: 0.2046 - dice_coefficient: 0.8902
Epoch 15: loss did not improve from 0.07436
390/400 [============================>.] - ETA: 6s - loss: 0.2044 - dice_coefficient: 0.8903
Epoch 15: loss did not improve from 0.07436
391/400 [============================>.] - ETA: 5s - loss: 0.2044 - dice_coefficient: 0.8904
Epoch 15: loss did not improve from 0.07436
392/400 [============================>.] - ETA: 4s - loss: 0.2040 - dice_coefficient: 0.8905
Epoch 15: loss did not improve from 0.07436
393/400 [============================>.] - ETA: 4s - loss: 0.2037 - dice_coefficient: 0.8906
Epoch 15: loss did not improve from 0.07436
394/400 [============================>.] - ETA: 3s - loss: 0.2034 - dice_coefficient: 0.8908
Epoch 15: loss did not improve from 0.07436
395/400 [============================>.] - ETA: 3s - loss: 0.2034 - dice_coefficient: 0.8907
Epoch 15: loss did not improve from 0.07436
396/400 [============================>.] - ETA: 2s - loss: 0.2033 - dice_coefficient: 0.8908
Epoch 15: loss did not improve from 0.07436
397/400 [============================>.] - ETA: 1s - loss: 0.2032 - dice_coefficient: 0.8908
Epoch 15: loss did not improve from 0.07436
398/400 [============================>.] - ETA: 1s - loss: 0.2030 - dice_coefficient: 0.8909
Epoch 15: loss did not improve from 0.07436
399/400 [============================>.] - ETA: 0s - loss: 0.2028 - dice_coefficient: 0.8909
Epoch 15: loss did not improve from 0.07436
400/400 [==============================] - ETA: 0s - loss: 0.2025 - dice_coefficient: 0.8911
Epoch 15: ReduceLROnPlateau reducing learning rate to 1.9999999494757503e-05.
400/400 [==============================] - 244s 610ms/step - loss: 0.2025 - dice_coefficient: 0.8911 - val_loss: 0.7876 - val_dice_coefficient: 0.6214 - lr: 1.0000e-04
Epoch 16/30

Epoch 16: loss did not improve from 0.07436
  1/400 [..............................] - ETA: 5:11 - loss: 0.2741 - dice_coefficient: 0.7857
Epoch 16: loss did not improve from 0.07436
  2/400 [..............................] - ETA: 5:17 - loss: 0.1902 - dice_coefficient: 0.8564
Epoch 16: loss did not improve from 0.07436
  3/400 [..............................] - ETA: 5:08 - loss: 0.2651 - dice_coefficient: 0.7949
Epoch 16: loss did not improve from 0.07436
  4/400 [..............................] - ETA: 5:07 - loss: 0.2408 - dice_coefficient: 0.8209
Epoch 16: loss did not improve from 0.07436
  5/400 [..............................] - ETA: 5:05 - loss: 0.2254 - dice_coefficient: 0.8299
Epoch 16: loss did not improve from 0.07436
  6/400 [..............................] - ETA: 5:05 - loss: 0.2044 - dice_coefficient: 0.8439
Epoch 16: loss did not improve from 0.07436
  7/400 [..............................] - ETA: 5:04 - loss: 0.1920 - dice_coefficient: 0.8544
Epoch 16: loss did not improve from 0.07436
  8/400 [..............................] - ETA: 5:04 - loss: 0.1904 - dice_coefficient: 0.8573
Epoch 16: loss did not improve from 0.07436
  9/400 [..............................] - ETA: 5:03 - loss: 0.1815 - dice_coefficient: 0.8625
Epoch 16: loss did not improve from 0.07436
 10/400 [..............................] - ETA: 5:02 - loss: 0.1753 - dice_coefficient: 0.8708
Epoch 16: loss did not improve from 0.07436
 11/400 [..............................] - ETA: 5:00 - loss: 0.1658 - dice_coefficient: 0.8779
Epoch 16: loss did not improve from 0.07436
 12/400 [..............................] - ETA: 4:59 - loss: 0.1611 - dice_coefficient: 0.8830
Epoch 16: loss did not improve from 0.07436
 13/400 [..............................] - ETA: 4:58 - loss: 0.1577 - dice_coefficient: 0.8850
Epoch 16: loss did not improve from 0.07436
 14/400 [>.............................] - ETA: 4:57 - loss: 0.1543 - dice_coefficient: 0.8895
Epoch 16: loss did not improve from 0.07436
 15/400 [>.............................] - ETA: 4:56 - loss: 0.1497 - dice_coefficient: 0.8926
Epoch 16: loss did not improve from 0.07436
 16/400 [>.............................] - ETA: 4:55 - loss: 0.1438 - dice_coefficient: 0.8966
Epoch 16: loss did not improve from 0.07436
 17/400 [>.............................] - ETA: 4:54 - loss: 0.1418 - dice_coefficient: 0.8998
Epoch 16: loss did not improve from 0.07436
 18/400 [>.............................] - ETA: 4:53 - loss: 0.1399 - dice_coefficient: 0.9011
Epoch 16: loss did not improve from 0.07436
 19/400 [>.............................] - ETA: 4:53 - loss: 0.1366 - dice_coefficient: 0.9038
Epoch 16: loss did not improve from 0.07436
 20/400 [>.............................] - ETA: 4:52 - loss: 0.1418 - dice_coefficient: 0.9017
Epoch 16: loss did not improve from 0.07436
 21/400 [>.............................] - ETA: 4:51 - loss: 0.1541 - dice_coefficient: 0.8930
Epoch 16: loss did not improve from 0.07436
 22/400 [>.............................] - ETA: 4:50 - loss: 0.1503 - dice_coefficient: 0.8965
Epoch 16: loss did not improve from 0.07436
 23/400 [>.............................] - ETA: 4:50 - loss: 0.1553 - dice_coefficient: 0.8918
Epoch 16: loss did not improve from 0.07436
 24/400 [>.............................] - ETA: 4:49 - loss: 0.1582 - dice_coefficient: 0.8882
Epoch 16: loss did not improve from 0.07436
 25/400 [>.............................] - ETA: 4:49 - loss: 0.1623 - dice_coefficient: 0.8838
Epoch 16: loss did not improve from 0.07436
 26/400 [>.............................] - ETA: 4:48 - loss: 0.1600 - dice_coefficient: 0.8852
Epoch 16: loss did not improve from 0.07436
 27/400 [=>............................] - ETA: 4:47 - loss: 0.1568 - dice_coefficient: 0.8880
Epoch 16: loss did not improve from 0.07436
 28/400 [=>............................] - ETA: 4:46 - loss: 0.1539 - dice_coefficient: 0.8905
Epoch 16: loss did not improve from 0.07436
 29/400 [=>............................] - ETA: 4:45 - loss: 0.1519 - dice_coefficient: 0.8921
Epoch 16: loss did not improve from 0.07436
 30/400 [=>............................] - ETA: 4:45 - loss: 0.1511 - dice_coefficient: 0.8927
Epoch 16: loss did not improve from 0.07436
 31/400 [=>............................] - ETA: 4:44 - loss: 0.1494 - dice_coefficient: 0.8935
Epoch 16: loss did not improve from 0.07436
 32/400 [=>............................] - ETA: 4:43 - loss: 0.1483 - dice_coefficient: 0.8950
Epoch 16: loss did not improve from 0.07436
 33/400 [=>............................] - ETA: 4:42 - loss: 0.1464 - dice_coefficient: 0.8962
Epoch 16: loss did not improve from 0.07436
 34/400 [=>............................] - ETA: 4:42 - loss: 0.1444 - dice_coefficient: 0.8975
Epoch 16: loss did not improve from 0.07436
 35/400 [=>............................] - ETA: 4:41 - loss: 0.1435 - dice_coefficient: 0.8988
Epoch 16: loss did not improve from 0.07436
 36/400 [=>............................] - ETA: 4:40 - loss: 0.1434 - dice_coefficient: 0.8989
Epoch 16: loss did not improve from 0.07436
 37/400 [=>............................] - ETA: 4:39 - loss: 0.1406 - dice_coefficient: 0.9009
Epoch 16: loss did not improve from 0.07436
 38/400 [=>............................] - ETA: 4:39 - loss: 0.1388 - dice_coefficient: 0.9019
Epoch 16: loss did not improve from 0.07436
 39/400 [=>............................] - ETA: 4:38 - loss: 0.1448 - dice_coefficient: 0.8973
Epoch 16: loss did not improve from 0.07436
 40/400 [==>...........................] - ETA: 4:37 - loss: 0.1462 - dice_coefficient: 0.8965
Epoch 16: loss did not improve from 0.07436
 41/400 [==>...........................] - ETA: 4:36 - loss: 0.1443 - dice_coefficient: 0.8978
Epoch 16: loss did not improve from 0.07436
 42/400 [==>...........................] - ETA: 4:35 - loss: 0.1433 - dice_coefficient: 0.8983
Epoch 16: loss did not improve from 0.07436
 43/400 [==>...........................] - ETA: 4:35 - loss: 0.1431 - dice_coefficient: 0.8984
Epoch 16: loss did not improve from 0.07436
 44/400 [==>...........................] - ETA: 4:34 - loss: 0.1434 - dice_coefficient: 0.8980
Epoch 16: loss did not improve from 0.07436
 45/400 [==>...........................] - ETA: 4:33 - loss: 0.1438 - dice_coefficient: 0.8975
Epoch 16: loss did not improve from 0.07436
 46/400 [==>...........................] - ETA: 4:33 - loss: 0.1430 - dice_coefficient: 0.8984
Epoch 16: loss did not improve from 0.07436
 47/400 [==>...........................] - ETA: 4:32 - loss: 0.1425 - dice_coefficient: 0.8989
Epoch 16: loss did not improve from 0.07436
 48/400 [==>...........................] - ETA: 4:31 - loss: 0.1420 - dice_coefficient: 0.8994
Epoch 16: loss did not improve from 0.07436
 49/400 [==>...........................] - ETA: 4:30 - loss: 0.1421 - dice_coefficient: 0.8989
Epoch 16: loss did not improve from 0.07436
 50/400 [==>...........................] - ETA: 4:29 - loss: 0.1425 - dice_coefficient: 0.8984
Epoch 16: loss did not improve from 0.07436
 51/400 [==>...........................] - ETA: 4:29 - loss: 0.1407 - dice_coefficient: 0.8996
Epoch 16: loss did not improve from 0.07436
 52/400 [==>...........................] - ETA: 4:28 - loss: 0.1399 - dice_coefficient: 0.9002
Epoch 16: loss did not improve from 0.07436
 53/400 [==>...........................] - ETA: 4:27 - loss: 0.1406 - dice_coefficient: 0.8993
Epoch 16: loss did not improve from 0.07436
 54/400 [===>..........................] - ETA: 4:26 - loss: 0.1389 - dice_coefficient: 0.9006
Epoch 16: loss did not improve from 0.07436
 55/400 [===>..........................] - ETA: 4:25 - loss: 0.1383 - dice_coefficient: 0.9011
Epoch 16: loss did not improve from 0.07436
 56/400 [===>..........................] - ETA: 4:25 - loss: 0.1382 - dice_coefficient: 0.9012
Epoch 16: loss did not improve from 0.07436
 57/400 [===>..........................] - ETA: 4:24 - loss: 0.1381 - dice_coefficient: 0.9020
Epoch 16: loss did not improve from 0.07436
 58/400 [===>..........................] - ETA: 4:23 - loss: 0.1419 - dice_coefficient: 0.8986
Epoch 16: loss did not improve from 0.07436
 59/400 [===>..........................] - ETA: 4:22 - loss: 0.1406 - dice_coefficient: 0.8997
Epoch 16: loss did not improve from 0.07436
 60/400 [===>..........................] - ETA: 4:21 - loss: 0.1402 - dice_coefficient: 0.8999
Epoch 16: loss did not improve from 0.07436
 61/400 [===>..........................] - ETA: 4:21 - loss: 0.1401 - dice_coefficient: 0.8997
Epoch 16: loss did not improve from 0.07436
 62/400 [===>..........................] - ETA: 4:20 - loss: 0.1395 - dice_coefficient: 0.9003
Epoch 16: loss did not improve from 0.07436
 63/400 [===>..........................] - ETA: 4:19 - loss: 0.1391 - dice_coefficient: 0.9003
Epoch 16: loss did not improve from 0.07436
 64/400 [===>..........................] - ETA: 4:18 - loss: 0.1389 - dice_coefficient: 0.9006
Epoch 16: loss did not improve from 0.07436
 65/400 [===>..........................] - ETA: 4:18 - loss: 0.1385 - dice_coefficient: 0.9015
Epoch 16: loss did not improve from 0.07436
 66/400 [===>..........................] - ETA: 4:17 - loss: 0.1390 - dice_coefficient: 0.9008
Epoch 16: loss did not improve from 0.07436
 67/400 [====>.........................] - ETA: 4:16 - loss: 0.1424 - dice_coefficient: 0.8982
Epoch 16: loss did not improve from 0.07436
 68/400 [====>.........................] - ETA: 4:15 - loss: 0.1427 - dice_coefficient: 0.8979
Epoch 16: loss did not improve from 0.07436
 69/400 [====>.........................] - ETA: 4:14 - loss: 0.1437 - dice_coefficient: 0.8969
Epoch 16: loss did not improve from 0.07436
 70/400 [====>.........................] - ETA: 4:14 - loss: 0.1428 - dice_coefficient: 0.8977
Epoch 16: loss did not improve from 0.07436
 71/400 [====>.........................] - ETA: 4:13 - loss: 0.1465 - dice_coefficient: 0.8946
Epoch 16: loss did not improve from 0.07436
 72/400 [====>.........................] - ETA: 4:12 - loss: 0.1455 - dice_coefficient: 0.8954
Epoch 16: loss did not improve from 0.07436
 73/400 [====>.........................] - ETA: 4:11 - loss: 0.1453 - dice_coefficient: 0.8954
Epoch 16: loss did not improve from 0.07436
 74/400 [====>.........................] - ETA: 4:10 - loss: 0.1446 - dice_coefficient: 0.8958
Epoch 16: loss did not improve from 0.07436
 75/400 [====>.........................] - ETA: 4:10 - loss: 0.1451 - dice_coefficient: 0.8954
Epoch 16: loss did not improve from 0.07436
 76/400 [====>.........................] - ETA: 4:09 - loss: 0.1444 - dice_coefficient: 0.8958
Epoch 16: loss did not improve from 0.07436
 77/400 [====>.........................] - ETA: 4:08 - loss: 0.1433 - dice_coefficient: 0.8965
Epoch 16: loss did not improve from 0.07436
 78/400 [====>.........................] - ETA: 4:07 - loss: 0.1433 - dice_coefficient: 0.8963
Epoch 16: loss did not improve from 0.07436
 79/400 [====>.........................] - ETA: 4:06 - loss: 0.1420 - dice_coefficient: 0.8973
Epoch 16: loss did not improve from 0.07436
 80/400 [=====>........................] - ETA: 4:06 - loss: 0.1419 - dice_coefficient: 0.8978
Epoch 16: loss did not improve from 0.07436
 81/400 [=====>........................] - ETA: 4:05 - loss: 0.1424 - dice_coefficient: 0.8976
Epoch 16: loss did not improve from 0.07436
 82/400 [=====>........................] - ETA: 4:04 - loss: 0.1416 - dice_coefficient: 0.8983
Epoch 16: loss did not improve from 0.07436
 83/400 [=====>........................] - ETA: 4:03 - loss: 0.1425 - dice_coefficient: 0.8974
Epoch 16: loss did not improve from 0.07436
 84/400 [=====>........................] - ETA: 4:02 - loss: 0.1424 - dice_coefficient: 0.8972
Epoch 16: loss did not improve from 0.07436
 85/400 [=====>........................] - ETA: 4:02 - loss: 0.1413 - dice_coefficient: 0.8980
Epoch 16: loss did not improve from 0.07436
 86/400 [=====>........................] - ETA: 4:01 - loss: 0.1402 - dice_coefficient: 0.8988
Epoch 16: loss did not improve from 0.07436
 87/400 [=====>........................] - ETA: 4:00 - loss: 0.1406 - dice_coefficient: 0.8982
Epoch 16: loss did not improve from 0.07436
 88/400 [=====>........................] - ETA: 3:59 - loss: 0.1404 - dice_coefficient: 0.8984
Epoch 16: loss did not improve from 0.07436
 89/400 [=====>........................] - ETA: 3:58 - loss: 0.1406 - dice_coefficient: 0.8987
Epoch 16: loss did not improve from 0.07436
 90/400 [=====>........................] - ETA: 3:58 - loss: 0.1402 - dice_coefficient: 0.8990
Epoch 16: loss did not improve from 0.07436
 91/400 [=====>........................] - ETA: 3:57 - loss: 0.1395 - dice_coefficient: 0.8996
Epoch 16: loss did not improve from 0.07436
 92/400 [=====>........................] - ETA: 3:56 - loss: 0.1389 - dice_coefficient: 0.9001
Epoch 16: loss did not improve from 0.07436
 93/400 [=====>........................] - ETA: 3:56 - loss: 0.1387 - dice_coefficient: 0.9004
Epoch 16: loss did not improve from 0.07436
 94/400 [======>.......................] - ETA: 3:55 - loss: 0.1388 - dice_coefficient: 0.9001
Epoch 16: loss did not improve from 0.07436
 95/400 [======>.......................] - ETA: 3:54 - loss: 0.1379 - dice_coefficient: 0.9008
Epoch 16: loss did not improve from 0.07436
 96/400 [======>.......................] - ETA: 3:54 - loss: 0.1379 - dice_coefficient: 0.9009
Epoch 16: loss did not improve from 0.07436
 97/400 [======>.......................] - ETA: 3:53 - loss: 0.1381 - dice_coefficient: 0.9005
Epoch 16: loss did not improve from 0.07436
 98/400 [======>.......................] - ETA: 3:52 - loss: 0.1377 - dice_coefficient: 0.9010
Epoch 16: loss did not improve from 0.07436
 99/400 [======>.......................] - ETA: 3:51 - loss: 0.1382 - dice_coefficient: 0.9005
Epoch 16: loss did not improve from 0.07436
100/400 [======>.......................] - ETA: 3:50 - loss: 0.1384 - dice_coefficient: 0.9002
Epoch 16: loss did not improve from 0.07436
101/400 [======>.......................] - ETA: 3:50 - loss: 0.1388 - dice_coefficient: 0.9005
Epoch 16: loss did not improve from 0.07436
102/400 [======>.......................] - ETA: 3:49 - loss: 0.1389 - dice_coefficient: 0.9001
Epoch 16: loss did not improve from 0.07436
103/400 [======>.......................] - ETA: 3:48 - loss: 0.1414 - dice_coefficient: 0.8981
Epoch 16: loss did not improve from 0.07436
104/400 [======>.......................] - ETA: 3:47 - loss: 0.1411 - dice_coefficient: 0.8982
Epoch 16: loss did not improve from 0.07436
105/400 [======>.......................] - ETA: 3:47 - loss: 0.1406 - dice_coefficient: 0.8985
Epoch 16: loss did not improve from 0.07436
106/400 [======>.......................] - ETA: 3:46 - loss: 0.1405 - dice_coefficient: 0.8984
Epoch 16: loss did not improve from 0.07436
107/400 [=======>......................] - ETA: 3:45 - loss: 0.1400 - dice_coefficient: 0.8988
Epoch 16: loss did not improve from 0.07436
108/400 [=======>......................] - ETA: 3:44 - loss: 0.1400 - dice_coefficient: 0.8989
Epoch 16: loss did not improve from 0.07436
109/400 [=======>......................] - ETA: 3:44 - loss: 0.1395 - dice_coefficient: 0.8993
Epoch 16: loss did not improve from 0.07436
110/400 [=======>......................] - ETA: 3:43 - loss: 0.1390 - dice_coefficient: 0.8998
Epoch 16: loss did not improve from 0.07436
111/400 [=======>......................] - ETA: 3:42 - loss: 0.1391 - dice_coefficient: 0.8998
Epoch 16: loss did not improve from 0.07436
112/400 [=======>......................] - ETA: 3:41 - loss: 0.1386 - dice_coefficient: 0.9004
Epoch 16: loss did not improve from 0.07436
113/400 [=======>......................] - ETA: 3:41 - loss: 0.1383 - dice_coefficient: 0.9007
Epoch 16: loss did not improve from 0.07436
114/400 [=======>......................] - ETA: 3:40 - loss: 0.1383 - dice_coefficient: 0.9007
Epoch 16: loss did not improve from 0.07436
115/400 [=======>......................] - ETA: 3:39 - loss: 0.1376 - dice_coefficient: 0.9012
Epoch 16: loss did not improve from 0.07436
116/400 [=======>......................] - ETA: 3:38 - loss: 0.1371 - dice_coefficient: 0.9016
Epoch 16: loss did not improve from 0.07436
117/400 [=======>......................] - ETA: 3:38 - loss: 0.1368 - dice_coefficient: 0.9019
Epoch 16: loss did not improve from 0.07436
118/400 [=======>......................] - ETA: 3:37 - loss: 0.1363 - dice_coefficient: 0.9022
Epoch 16: loss did not improve from 0.07436
119/400 [=======>......................] - ETA: 3:36 - loss: 0.1373 - dice_coefficient: 0.9023
Epoch 16: loss did not improve from 0.07436
120/400 [========>.....................] - ETA: 3:35 - loss: 0.1370 - dice_coefficient: 0.9025
Epoch 16: loss did not improve from 0.07436
121/400 [========>.....................] - ETA: 3:34 - loss: 0.1364 - dice_coefficient: 0.9029
Epoch 16: loss did not improve from 0.07436
122/400 [========>.....................] - ETA: 3:34 - loss: 0.1358 - dice_coefficient: 0.9035
Epoch 16: loss did not improve from 0.07436
123/400 [========>.....................] - ETA: 3:33 - loss: 0.1354 - dice_coefficient: 0.9037
Epoch 16: loss did not improve from 0.07436
124/400 [========>.....................] - ETA: 3:32 - loss: 0.1349 - dice_coefficient: 0.9043
Epoch 16: loss did not improve from 0.07436
125/400 [========>.....................] - ETA: 3:31 - loss: 0.1342 - dice_coefficient: 0.9049
Epoch 16: loss did not improve from 0.07436
126/400 [========>.....................] - ETA: 3:31 - loss: 0.1340 - dice_coefficient: 0.9052
Epoch 16: loss did not improve from 0.07436
127/400 [========>.....................] - ETA: 3:30 - loss: 0.1343 - dice_coefficient: 0.9052
Epoch 16: loss did not improve from 0.07436
128/400 [========>.....................] - ETA: 3:29 - loss: 0.1336 - dice_coefficient: 0.9057
Epoch 16: loss did not improve from 0.07436
129/400 [========>.....................] - ETA: 3:28 - loss: 0.1332 - dice_coefficient: 0.9059
Epoch 16: loss did not improve from 0.07436
130/400 [========>.....................] - ETA: 3:28 - loss: 0.1325 - dice_coefficient: 0.9063
Epoch 16: loss did not improve from 0.07436
131/400 [========>.....................] - ETA: 3:27 - loss: 0.1325 - dice_coefficient: 0.9064
Epoch 16: loss did not improve from 0.07436
132/400 [========>.....................] - ETA: 3:26 - loss: 0.1320 - dice_coefficient: 0.9068
Epoch 16: loss did not improve from 0.07436
133/400 [========>.....................] - ETA: 3:25 - loss: 0.1314 - dice_coefficient: 0.9073
Epoch 16: loss did not improve from 0.07436
134/400 [=========>....................] - ETA: 3:25 - loss: 0.1312 - dice_coefficient: 0.9074
Epoch 16: loss did not improve from 0.07436
135/400 [=========>....................] - ETA: 3:24 - loss: 0.1308 - dice_coefficient: 0.9078
Epoch 16: loss did not improve from 0.07436
136/400 [=========>....................] - ETA: 3:23 - loss: 0.1301 - dice_coefficient: 0.9083
Epoch 16: loss did not improve from 0.07436
137/400 [=========>....................] - ETA: 3:22 - loss: 0.1298 - dice_coefficient: 0.9086
Epoch 16: loss did not improve from 0.07436
138/400 [=========>....................] - ETA: 3:21 - loss: 0.1297 - dice_coefficient: 0.9087
Epoch 16: loss did not improve from 0.07436
139/400 [=========>....................] - ETA: 3:21 - loss: 0.1294 - dice_coefficient: 0.9090
Epoch 16: loss did not improve from 0.07436
140/400 [=========>....................] - ETA: 3:20 - loss: 0.1297 - dice_coefficient: 0.9089
Epoch 16: loss did not improve from 0.07436
141/400 [=========>....................] - ETA: 3:19 - loss: 0.1295 - dice_coefficient: 0.9090
Epoch 16: loss did not improve from 0.07436
142/400 [=========>....................] - ETA: 3:18 - loss: 0.1294 - dice_coefficient: 0.9091
Epoch 16: loss did not improve from 0.07436
143/400 [=========>....................] - ETA: 3:18 - loss: 0.1289 - dice_coefficient: 0.9095
Epoch 16: loss did not improve from 0.07436
144/400 [=========>....................] - ETA: 3:17 - loss: 0.1284 - dice_coefficient: 0.9097
Epoch 16: loss did not improve from 0.07436
145/400 [=========>....................] - ETA: 3:16 - loss: 0.1294 - dice_coefficient: 0.9091
Epoch 16: loss did not improve from 0.07436
146/400 [=========>....................] - ETA: 3:15 - loss: 0.1290 - dice_coefficient: 0.9095
Epoch 16: loss did not improve from 0.07436
147/400 [==========>...................] - ETA: 3:15 - loss: 0.1285 - dice_coefficient: 0.9099
Epoch 16: loss did not improve from 0.07436
148/400 [==========>...................] - ETA: 3:14 - loss: 0.1282 - dice_coefficient: 0.9101
Epoch 16: loss did not improve from 0.07436
149/400 [==========>...................] - ETA: 3:13 - loss: 0.1308 - dice_coefficient: 0.9080
Epoch 16: loss did not improve from 0.07436
150/400 [==========>...................] - ETA: 3:12 - loss: 0.1305 - dice_coefficient: 0.9082
Epoch 16: loss did not improve from 0.07436
151/400 [==========>...................] - ETA: 3:11 - loss: 0.1313 - dice_coefficient: 0.9077
Epoch 16: loss did not improve from 0.07436
152/400 [==========>...................] - ETA: 3:11 - loss: 0.1312 - dice_coefficient: 0.9078
Epoch 16: loss did not improve from 0.07436
153/400 [==========>...................] - ETA: 3:10 - loss: 0.1308 - dice_coefficient: 0.9081
Epoch 16: loss did not improve from 0.07436
154/400 [==========>...................] - ETA: 3:09 - loss: 0.1303 - dice_coefficient: 0.9083
Epoch 16: loss did not improve from 0.07436
155/400 [==========>...................] - ETA: 3:08 - loss: 0.1300 - dice_coefficient: 0.9086
Epoch 16: loss did not improve from 0.07436
156/400 [==========>...................] - ETA: 3:08 - loss: 0.1300 - dice_coefficient: 0.9086
Epoch 16: loss did not improve from 0.07436
157/400 [==========>...................] - ETA: 3:07 - loss: 0.1299 - dice_coefficient: 0.9088
Epoch 16: loss did not improve from 0.07436
158/400 [==========>...................] - ETA: 3:06 - loss: 0.1298 - dice_coefficient: 0.9090
Epoch 16: loss did not improve from 0.07436
159/400 [==========>...................] - ETA: 3:05 - loss: 0.1296 - dice_coefficient: 0.9091
Epoch 16: loss did not improve from 0.07436
160/400 [===========>..................] - ETA: 3:04 - loss: 0.1295 - dice_coefficient: 0.9091
Epoch 16: loss did not improve from 0.07436
161/400 [===========>..................] - ETA: 3:03 - loss: 0.1290 - dice_coefficient: 0.9095
Epoch 16: loss did not improve from 0.07436
162/400 [===========>..................] - ETA: 3:01 - loss: 0.1287 - dice_coefficient: 0.9097
Epoch 16: loss did not improve from 0.07436
163/400 [===========>..................] - ETA: 3:00 - loss: 0.1295 - dice_coefficient: 0.9094
Epoch 16: loss did not improve from 0.07436
164/400 [===========>..................] - ETA: 2:59 - loss: 0.1295 - dice_coefficient: 0.9096
Epoch 16: loss did not improve from 0.07436
165/400 [===========>..................] - ETA: 2:58 - loss: 0.1297 - dice_coefficient: 0.9098
Epoch 16: loss did not improve from 0.07436
166/400 [===========>..................] - ETA: 2:57 - loss: 0.1299 - dice_coefficient: 0.9096
Epoch 16: loss did not improve from 0.07436
167/400 [===========>..................] - ETA: 2:56 - loss: 0.1298 - dice_coefficient: 0.9096
Epoch 16: loss did not improve from 0.07436
168/400 [===========>..................] - ETA: 2:55 - loss: 0.1301 - dice_coefficient: 0.9093
Epoch 16: loss did not improve from 0.07436
169/400 [===========>..................] - ETA: 2:54 - loss: 0.1296 - dice_coefficient: 0.9096
Epoch 16: loss did not improve from 0.07436
170/400 [===========>..................] - ETA: 2:53 - loss: 0.1299 - dice_coefficient: 0.9092
Epoch 16: loss did not improve from 0.07436
171/400 [===========>..................] - ETA: 2:52 - loss: 0.1299 - dice_coefficient: 0.9091
Epoch 16: loss did not improve from 0.07436
172/400 [===========>..................] - ETA: 2:51 - loss: 0.1299 - dice_coefficient: 0.9089
Epoch 16: loss did not improve from 0.07436
173/400 [===========>..................] - ETA: 2:50 - loss: 0.1296 - dice_coefficient: 0.9091
Epoch 16: loss did not improve from 0.07436
174/400 [============>.................] - ETA: 2:49 - loss: 0.1296 - dice_coefficient: 0.9091
Epoch 16: loss did not improve from 0.07436
175/400 [============>.................] - ETA: 2:48 - loss: 0.1297 - dice_coefficient: 0.9089
Epoch 16: loss did not improve from 0.07436
176/400 [============>.................] - ETA: 2:47 - loss: 0.1294 - dice_coefficient: 0.9092
Epoch 16: loss did not improve from 0.07436
177/400 [============>.................] - ETA: 2:46 - loss: 0.1293 - dice_coefficient: 0.9093
Epoch 16: loss did not improve from 0.07436
178/400 [============>.................] - ETA: 2:45 - loss: 0.1289 - dice_coefficient: 0.9097
Epoch 16: loss did not improve from 0.07436
179/400 [============>.................] - ETA: 2:44 - loss: 0.1296 - dice_coefficient: 0.9092
Epoch 16: loss did not improve from 0.07436
180/400 [============>.................] - ETA: 2:43 - loss: 0.1304 - dice_coefficient: 0.9085
Epoch 16: loss did not improve from 0.07436
181/400 [============>.................] - ETA: 2:42 - loss: 0.1301 - dice_coefficient: 0.9088
Epoch 16: loss did not improve from 0.07436
182/400 [============>.................] - ETA: 2:42 - loss: 0.1298 - dice_coefficient: 0.9090
Epoch 16: loss did not improve from 0.07436
183/400 [============>.................] - ETA: 2:41 - loss: 0.1294 - dice_coefficient: 0.9093
Epoch 16: loss did not improve from 0.07436
184/400 [============>.................] - ETA: 2:40 - loss: 0.1289 - dice_coefficient: 0.9097
Epoch 16: loss did not improve from 0.07436
185/400 [============>.................] - ETA: 2:39 - loss: 0.1292 - dice_coefficient: 0.9093
Epoch 16: loss did not improve from 0.07436
186/400 [============>.................] - ETA: 2:38 - loss: 0.1301 - dice_coefficient: 0.9085
Epoch 16: loss did not improve from 0.07436
187/400 [=============>................] - ETA: 2:37 - loss: 0.1301 - dice_coefficient: 0.9085
Epoch 16: loss did not improve from 0.07436
188/400 [=============>................] - ETA: 2:36 - loss: 0.1300 - dice_coefficient: 0.9086
Epoch 16: loss did not improve from 0.07436
189/400 [=============>................] - ETA: 2:35 - loss: 0.1300 - dice_coefficient: 0.9085
Epoch 16: loss did not improve from 0.07436
190/400 [=============>................] - ETA: 2:34 - loss: 0.1297 - dice_coefficient: 0.9087
Epoch 16: loss did not improve from 0.07436
191/400 [=============>................] - ETA: 2:33 - loss: 0.1292 - dice_coefficient: 0.9091
Epoch 16: loss did not improve from 0.07436
192/400 [=============>................] - ETA: 2:32 - loss: 0.1288 - dice_coefficient: 0.9094
Epoch 16: loss did not improve from 0.07436
193/400 [=============>................] - ETA: 2:31 - loss: 0.1289 - dice_coefficient: 0.9094
Epoch 16: loss did not improve from 0.07436
194/400 [=============>................] - ETA: 2:30 - loss: 0.1288 - dice_coefficient: 0.9094
Epoch 16: loss did not improve from 0.07436
195/400 [=============>................] - ETA: 2:29 - loss: 0.1289 - dice_coefficient: 0.9096
Epoch 16: loss did not improve from 0.07436
196/400 [=============>................] - ETA: 2:29 - loss: 0.1285 - dice_coefficient: 0.9099
Epoch 16: loss did not improve from 0.07436
197/400 [=============>................] - ETA: 2:28 - loss: 0.1286 - dice_coefficient: 0.9098
Epoch 16: loss did not improve from 0.07436
198/400 [=============>................] - ETA: 2:27 - loss: 0.1285 - dice_coefficient: 0.9098
Epoch 16: loss did not improve from 0.07436
199/400 [=============>................] - ETA: 2:26 - loss: 0.1285 - dice_coefficient: 0.9098
Epoch 16: loss did not improve from 0.07436
200/400 [==============>...............] - ETA: 2:25 - loss: 0.1283 - dice_coefficient: 0.9099
Epoch 16: loss did not improve from 0.07436
201/400 [==============>...............] - ETA: 2:24 - loss: 0.1282 - dice_coefficient: 0.9101
Epoch 16: loss did not improve from 0.07436
202/400 [==============>...............] - ETA: 2:23 - loss: 0.1282 - dice_coefficient: 0.9101
Epoch 16: loss did not improve from 0.07436
203/400 [==============>...............] - ETA: 2:22 - loss: 0.1282 - dice_coefficient: 0.9103
Epoch 16: loss did not improve from 0.07436
204/400 [==============>...............] - ETA: 2:21 - loss: 0.1285 - dice_coefficient: 0.9102
Epoch 16: loss did not improve from 0.07436
205/400 [==============>...............] - ETA: 2:21 - loss: 0.1285 - dice_coefficient: 0.9102
Epoch 16: loss did not improve from 0.07436
206/400 [==============>...............] - ETA: 2:20 - loss: 0.1283 - dice_coefficient: 0.9104
Epoch 16: loss did not improve from 0.07436
207/400 [==============>...............] - ETA: 2:19 - loss: 0.1283 - dice_coefficient: 0.9103
Epoch 16: loss did not improve from 0.07436
208/400 [==============>...............] - ETA: 2:18 - loss: 0.1287 - dice_coefficient: 0.9103
Epoch 16: loss did not improve from 0.07436
209/400 [==============>...............] - ETA: 2:17 - loss: 0.1289 - dice_coefficient: 0.9100
Epoch 16: loss did not improve from 0.07436
210/400 [==============>...............] - ETA: 2:16 - loss: 0.1289 - dice_coefficient: 0.9100
Epoch 16: loss did not improve from 0.07436
211/400 [==============>...............] - ETA: 2:15 - loss: 0.1287 - dice_coefficient: 0.9102
Epoch 16: loss did not improve from 0.07436
212/400 [==============>...............] - ETA: 2:15 - loss: 0.1288 - dice_coefficient: 0.9102
Epoch 16: loss did not improve from 0.07436
213/400 [==============>...............] - ETA: 2:14 - loss: 0.1287 - dice_coefficient: 0.9103
Epoch 16: loss did not improve from 0.07436
214/400 [===============>..............] - ETA: 2:13 - loss: 0.1283 - dice_coefficient: 0.9107
Epoch 16: loss did not improve from 0.07436
215/400 [===============>..............] - ETA: 2:12 - loss: 0.1281 - dice_coefficient: 0.9108
Epoch 16: loss did not improve from 0.07436
216/400 [===============>..............] - ETA: 2:11 - loss: 0.1281 - dice_coefficient: 0.9108
Epoch 16: loss did not improve from 0.07436
217/400 [===============>..............] - ETA: 2:10 - loss: 0.1280 - dice_coefficient: 0.9109
Epoch 16: loss did not improve from 0.07436
218/400 [===============>..............] - ETA: 2:10 - loss: 0.1279 - dice_coefficient: 0.9111
Epoch 16: loss did not improve from 0.07436
219/400 [===============>..............] - ETA: 2:09 - loss: 0.1277 - dice_coefficient: 0.9111
Epoch 16: loss did not improve from 0.07436
220/400 [===============>..............] - ETA: 2:08 - loss: 0.1279 - dice_coefficient: 0.9112
Epoch 16: loss did not improve from 0.07436
221/400 [===============>..............] - ETA: 2:07 - loss: 0.1282 - dice_coefficient: 0.9108
Epoch 16: loss did not improve from 0.07436
222/400 [===============>..............] - ETA: 2:06 - loss: 0.1282 - dice_coefficient: 0.9108
Epoch 16: loss did not improve from 0.07436
223/400 [===============>..............] - ETA: 2:05 - loss: 0.1281 - dice_coefficient: 0.9109
Epoch 16: loss did not improve from 0.07436
224/400 [===============>..............] - ETA: 2:05 - loss: 0.1282 - dice_coefficient: 0.9109
Epoch 16: loss did not improve from 0.07436
225/400 [===============>..............] - ETA: 2:04 - loss: 0.1281 - dice_coefficient: 0.9109
Epoch 16: loss did not improve from 0.07436
226/400 [===============>..............] - ETA: 2:03 - loss: 0.1278 - dice_coefficient: 0.9112
Epoch 16: loss did not improve from 0.07436
227/400 [================>.............] - ETA: 2:02 - loss: 0.1276 - dice_coefficient: 0.9114
Epoch 16: loss did not improve from 0.07436
228/400 [================>.............] - ETA: 2:01 - loss: 0.1274 - dice_coefficient: 0.9116
Epoch 16: loss did not improve from 0.07436
229/400 [================>.............] - ETA: 2:00 - loss: 0.1281 - dice_coefficient: 0.9110
Epoch 16: loss did not improve from 0.07436
230/400 [================>.............] - ETA: 2:00 - loss: 0.1280 - dice_coefficient: 0.9112
Epoch 16: loss did not improve from 0.07436
231/400 [================>.............] - ETA: 1:59 - loss: 0.1284 - dice_coefficient: 0.9108
Epoch 16: loss did not improve from 0.07436
232/400 [================>.............] - ETA: 1:58 - loss: 0.1288 - dice_coefficient: 0.9104
Epoch 16: loss did not improve from 0.07436
233/400 [================>.............] - ETA: 1:57 - loss: 0.1286 - dice_coefficient: 0.9104
Epoch 16: loss did not improve from 0.07436
234/400 [================>.............] - ETA: 1:56 - loss: 0.1282 - dice_coefficient: 0.9107
Epoch 16: loss did not improve from 0.07436
235/400 [================>.............] - ETA: 1:56 - loss: 0.1282 - dice_coefficient: 0.9107
Epoch 16: loss did not improve from 0.07436
236/400 [================>.............] - ETA: 1:55 - loss: 0.1289 - dice_coefficient: 0.9101
Epoch 16: loss did not improve from 0.07436
237/400 [================>.............] - ETA: 1:54 - loss: 0.1287 - dice_coefficient: 0.9103
Epoch 16: loss did not improve from 0.07436
238/400 [================>.............] - ETA: 1:53 - loss: 0.1283 - dice_coefficient: 0.9105
Epoch 16: loss did not improve from 0.07436
239/400 [================>.............] - ETA: 1:52 - loss: 0.1300 - dice_coefficient: 0.9094
Epoch 16: loss did not improve from 0.07436
240/400 [=================>............] - ETA: 1:52 - loss: 0.1299 - dice_coefficient: 0.9096
Epoch 16: loss did not improve from 0.07436
241/400 [=================>............] - ETA: 1:51 - loss: 0.1297 - dice_coefficient: 0.9097
Epoch 16: loss did not improve from 0.07436
242/400 [=================>............] - ETA: 1:50 - loss: 0.1295 - dice_coefficient: 0.9099
Epoch 16: loss did not improve from 0.07436
243/400 [=================>............] - ETA: 1:49 - loss: 0.1297 - dice_coefficient: 0.9099
Epoch 16: loss did not improve from 0.07436
244/400 [=================>............] - ETA: 1:49 - loss: 0.1295 - dice_coefficient: 0.9100
Epoch 16: loss did not improve from 0.07436
245/400 [=================>............] - ETA: 1:48 - loss: 0.1294 - dice_coefficient: 0.9101
Epoch 16: loss did not improve from 0.07436
246/400 [=================>............] - ETA: 1:47 - loss: 0.1296 - dice_coefficient: 0.9099
Epoch 16: loss did not improve from 0.07436
247/400 [=================>............] - ETA: 1:46 - loss: 0.1293 - dice_coefficient: 0.9101
Epoch 16: loss did not improve from 0.07436
248/400 [=================>............] - ETA: 1:45 - loss: 0.1293 - dice_coefficient: 0.9102
Epoch 16: loss did not improve from 0.07436
249/400 [=================>............] - ETA: 1:45 - loss: 0.1290 - dice_coefficient: 0.9105
Epoch 16: loss did not improve from 0.07436
250/400 [=================>............] - ETA: 1:44 - loss: 0.1288 - dice_coefficient: 0.9106
Epoch 16: loss did not improve from 0.07436
251/400 [=================>............] - ETA: 1:43 - loss: 0.1290 - dice_coefficient: 0.9106
Epoch 16: loss did not improve from 0.07436
252/400 [=================>............] - ETA: 1:42 - loss: 0.1288 - dice_coefficient: 0.9107
Epoch 16: loss did not improve from 0.07436
253/400 [=================>............] - ETA: 1:42 - loss: 0.1286 - dice_coefficient: 0.9109
Epoch 16: loss did not improve from 0.07436
254/400 [==================>...........] - ETA: 1:41 - loss: 0.1286 - dice_coefficient: 0.9109
Epoch 16: loss did not improve from 0.07436
255/400 [==================>...........] - ETA: 1:40 - loss: 0.1283 - dice_coefficient: 0.9111
Epoch 16: loss did not improve from 0.07436
256/400 [==================>...........] - ETA: 1:39 - loss: 0.1290 - dice_coefficient: 0.9111
Epoch 16: loss did not improve from 0.07436
257/400 [==================>...........] - ETA: 1:39 - loss: 0.1299 - dice_coefficient: 0.9104
Epoch 16: loss did not improve from 0.07436
258/400 [==================>...........] - ETA: 1:38 - loss: 0.1298 - dice_coefficient: 0.9105
Epoch 16: loss did not improve from 0.07436
259/400 [==================>...........] - ETA: 1:37 - loss: 0.1299 - dice_coefficient: 0.9104
Epoch 16: loss did not improve from 0.07436
260/400 [==================>...........] - ETA: 1:36 - loss: 0.1299 - dice_coefficient: 0.9103
Epoch 16: loss did not improve from 0.07436
261/400 [==================>...........] - ETA: 1:36 - loss: 0.1297 - dice_coefficient: 0.9104
Epoch 16: loss did not improve from 0.07436
262/400 [==================>...........] - ETA: 1:35 - loss: 0.1296 - dice_coefficient: 0.9105
Epoch 16: loss did not improve from 0.07436
263/400 [==================>...........] - ETA: 1:34 - loss: 0.1307 - dice_coefficient: 0.9096
Epoch 16: loss did not improve from 0.07436
264/400 [==================>...........] - ETA: 1:33 - loss: 0.1309 - dice_coefficient: 0.9095
Epoch 16: loss did not improve from 0.07436
265/400 [==================>...........] - ETA: 1:32 - loss: 0.1308 - dice_coefficient: 0.9095
Epoch 16: loss did not improve from 0.07436
266/400 [==================>...........] - ETA: 1:32 - loss: 0.1306 - dice_coefficient: 0.9096
Epoch 16: loss did not improve from 0.07436
267/400 [===================>..........] - ETA: 1:31 - loss: 0.1303 - dice_coefficient: 0.9098
Epoch 16: loss did not improve from 0.07436
268/400 [===================>..........] - ETA: 1:30 - loss: 0.1301 - dice_coefficient: 0.9100
Epoch 16: loss did not improve from 0.07436
269/400 [===================>..........] - ETA: 1:30 - loss: 0.1300 - dice_coefficient: 0.9101
Epoch 16: loss did not improve from 0.07436
270/400 [===================>..........] - ETA: 1:29 - loss: 0.1301 - dice_coefficient: 0.9101
Epoch 16: loss did not improve from 0.07436
271/400 [===================>..........] - ETA: 1:28 - loss: 0.1298 - dice_coefficient: 0.9103
Epoch 16: loss did not improve from 0.07436
272/400 [===================>..........] - ETA: 1:27 - loss: 0.1297 - dice_coefficient: 0.9105
Epoch 16: loss did not improve from 0.07436
273/400 [===================>..........] - ETA: 1:27 - loss: 0.1296 - dice_coefficient: 0.9106
Epoch 16: loss did not improve from 0.07436
274/400 [===================>..........] - ETA: 1:26 - loss: 0.1295 - dice_coefficient: 0.9107
Epoch 16: loss did not improve from 0.07436
275/400 [===================>..........] - ETA: 1:25 - loss: 0.1295 - dice_coefficient: 0.9107
Epoch 16: loss did not improve from 0.07436
276/400 [===================>..........] - ETA: 1:24 - loss: 0.1306 - dice_coefficient: 0.9106
Epoch 16: loss did not improve from 0.07436
277/400 [===================>..........] - ETA: 1:24 - loss: 0.1304 - dice_coefficient: 0.9108
Epoch 16: loss did not improve from 0.07436
278/400 [===================>..........] - ETA: 1:23 - loss: 0.1304 - dice_coefficient: 0.9107
Epoch 16: loss did not improve from 0.07436
279/400 [===================>..........] - ETA: 1:22 - loss: 0.1304 - dice_coefficient: 0.9106
Epoch 16: loss did not improve from 0.07436
280/400 [====================>.........] - ETA: 1:21 - loss: 0.1303 - dice_coefficient: 0.9106
Epoch 16: loss did not improve from 0.07436
281/400 [====================>.........] - ETA: 1:21 - loss: 0.1306 - dice_coefficient: 0.9103
Epoch 16: loss did not improve from 0.07436
282/400 [====================>.........] - ETA: 1:20 - loss: 0.1303 - dice_coefficient: 0.9105
Epoch 16: loss did not improve from 0.07436
283/400 [====================>.........] - ETA: 1:19 - loss: 0.1305 - dice_coefficient: 0.9102
Epoch 16: loss did not improve from 0.07436
284/400 [====================>.........] - ETA: 1:19 - loss: 0.1302 - dice_coefficient: 0.9104
Epoch 16: loss did not improve from 0.07436
285/400 [====================>.........] - ETA: 1:18 - loss: 0.1300 - dice_coefficient: 0.9106
Epoch 16: loss did not improve from 0.07436
286/400 [====================>.........] - ETA: 1:17 - loss: 0.1300 - dice_coefficient: 0.9106
Epoch 16: loss did not improve from 0.07436
287/400 [====================>.........] - ETA: 1:16 - loss: 0.1300 - dice_coefficient: 0.9107
Epoch 16: loss did not improve from 0.07436
288/400 [====================>.........] - ETA: 1:16 - loss: 0.1299 - dice_coefficient: 0.9107
Epoch 16: loss did not improve from 0.07436
289/400 [====================>.........] - ETA: 1:15 - loss: 0.1298 - dice_coefficient: 0.9109
Epoch 16: loss did not improve from 0.07436
290/400 [====================>.........] - ETA: 1:14 - loss: 0.1301 - dice_coefficient: 0.9106
Epoch 16: loss did not improve from 0.07436
291/400 [====================>.........] - ETA: 1:13 - loss: 0.1302 - dice_coefficient: 0.9107
Epoch 16: loss did not improve from 0.07436
292/400 [====================>.........] - ETA: 1:13 - loss: 0.1298 - dice_coefficient: 0.9110
Epoch 16: loss did not improve from 0.07436
293/400 [====================>.........] - ETA: 1:12 - loss: 0.1298 - dice_coefficient: 0.9109
Epoch 16: loss did not improve from 0.07436
294/400 [=====================>........] - ETA: 1:11 - loss: 0.1296 - dice_coefficient: 0.9111
Epoch 16: loss did not improve from 0.07436
295/400 [=====================>........] - ETA: 1:11 - loss: 0.1297 - dice_coefficient: 0.9110
Epoch 16: loss did not improve from 0.07436
296/400 [=====================>........] - ETA: 1:10 - loss: 0.1298 - dice_coefficient: 0.9108
Epoch 16: loss did not improve from 0.07436
297/400 [=====================>........] - ETA: 1:09 - loss: 0.1297 - dice_coefficient: 0.9110
Epoch 16: loss did not improve from 0.07436
298/400 [=====================>........] - ETA: 1:08 - loss: 0.1296 - dice_coefficient: 0.9111
Epoch 16: loss did not improve from 0.07436
299/400 [=====================>........] - ETA: 1:08 - loss: 0.1296 - dice_coefficient: 0.9110
Epoch 16: loss did not improve from 0.07436
300/400 [=====================>........] - ETA: 1:07 - loss: 0.1297 - dice_coefficient: 0.9110
Epoch 16: loss did not improve from 0.07436
301/400 [=====================>........] - ETA: 1:06 - loss: 0.1294 - dice_coefficient: 0.9112
Epoch 16: loss did not improve from 0.07436
302/400 [=====================>........] - ETA: 1:06 - loss: 0.1294 - dice_coefficient: 0.9112
Epoch 16: loss did not improve from 0.07436
303/400 [=====================>........] - ETA: 1:05 - loss: 0.1293 - dice_coefficient: 0.9113
Epoch 16: loss did not improve from 0.07436
304/400 [=====================>........] - ETA: 1:04 - loss: 0.1291 - dice_coefficient: 0.9114
Epoch 16: loss did not improve from 0.07436
305/400 [=====================>........] - ETA: 1:04 - loss: 0.1289 - dice_coefficient: 0.9116
Epoch 16: loss did not improve from 0.07436
306/400 [=====================>........] - ETA: 1:03 - loss: 0.1287 - dice_coefficient: 0.9117
Epoch 16: loss did not improve from 0.07436
307/400 [======================>.......] - ETA: 1:02 - loss: 0.1287 - dice_coefficient: 0.9117
Epoch 16: loss did not improve from 0.07436
308/400 [======================>.......] - ETA: 1:01 - loss: 0.1289 - dice_coefficient: 0.9114
Epoch 16: loss did not improve from 0.07436
309/400 [======================>.......] - ETA: 1:01 - loss: 0.1288 - dice_coefficient: 0.9115
Epoch 16: loss did not improve from 0.07436
310/400 [======================>.......] - ETA: 1:00 - loss: 0.1288 - dice_coefficient: 0.9115
Epoch 16: loss did not improve from 0.07436
311/400 [======================>.......] - ETA: 59s - loss: 0.1285 - dice_coefficient: 0.9117 
Epoch 16: loss did not improve from 0.07436
312/400 [======================>.......] - ETA: 59s - loss: 0.1283 - dice_coefficient: 0.9118
Epoch 16: loss did not improve from 0.07436
313/400 [======================>.......] - ETA: 58s - loss: 0.1282 - dice_coefficient: 0.9119
Epoch 16: loss did not improve from 0.07436
314/400 [======================>.......] - ETA: 57s - loss: 0.1290 - dice_coefficient: 0.9112
Epoch 16: loss did not improve from 0.07436
315/400 [======================>.......] - ETA: 56s - loss: 0.1289 - dice_coefficient: 0.9113
Epoch 16: loss did not improve from 0.07436
316/400 [======================>.......] - ETA: 56s - loss: 0.1291 - dice_coefficient: 0.9112
Epoch 16: loss did not improve from 0.07436
317/400 [======================>.......] - ETA: 55s - loss: 0.1290 - dice_coefficient: 0.9112
Epoch 16: loss did not improve from 0.07436
318/400 [======================>.......] - ETA: 54s - loss: 0.1298 - dice_coefficient: 0.9106
Epoch 16: loss did not improve from 0.07436
319/400 [======================>.......] - ETA: 54s - loss: 0.1297 - dice_coefficient: 0.9106
Epoch 16: loss did not improve from 0.07436
320/400 [=======================>......] - ETA: 53s - loss: 0.1296 - dice_coefficient: 0.9106
Epoch 16: loss did not improve from 0.07436
321/400 [=======================>......] - ETA: 52s - loss: 0.1297 - dice_coefficient: 0.9105
Epoch 16: loss did not improve from 0.07436
322/400 [=======================>......] - ETA: 52s - loss: 0.1297 - dice_coefficient: 0.9105
Epoch 16: loss did not improve from 0.07436
323/400 [=======================>......] - ETA: 51s - loss: 0.1297 - dice_coefficient: 0.9106
Epoch 16: loss did not improve from 0.07436
324/400 [=======================>......] - ETA: 50s - loss: 0.1295 - dice_coefficient: 0.9107
Epoch 16: loss did not improve from 0.07436
325/400 [=======================>......] - ETA: 50s - loss: 0.1294 - dice_coefficient: 0.9108
Epoch 16: loss did not improve from 0.07436
326/400 [=======================>......] - ETA: 49s - loss: 0.1292 - dice_coefficient: 0.9110
Epoch 16: loss did not improve from 0.07436
327/400 [=======================>......] - ETA: 48s - loss: 0.1292 - dice_coefficient: 0.9111
Epoch 16: loss did not improve from 0.07436
328/400 [=======================>......] - ETA: 47s - loss: 0.1290 - dice_coefficient: 0.9112
Epoch 16: loss did not improve from 0.07436
329/400 [=======================>......] - ETA: 47s - loss: 0.1289 - dice_coefficient: 0.9114
Epoch 16: loss did not improve from 0.07436
330/400 [=======================>......] - ETA: 46s - loss: 0.1289 - dice_coefficient: 0.9113
Epoch 16: loss did not improve from 0.07436
331/400 [=======================>......] - ETA: 45s - loss: 0.1288 - dice_coefficient: 0.9114
Epoch 16: loss did not improve from 0.07436
332/400 [=======================>......] - ETA: 45s - loss: 0.1287 - dice_coefficient: 0.9115
Epoch 16: loss did not improve from 0.07436
333/400 [=======================>......] - ETA: 44s - loss: 0.1287 - dice_coefficient: 0.9116
Epoch 16: loss did not improve from 0.07436
334/400 [========================>.....] - ETA: 43s - loss: 0.1285 - dice_coefficient: 0.9117
Epoch 16: loss did not improve from 0.07436
335/400 [========================>.....] - ETA: 43s - loss: 0.1283 - dice_coefficient: 0.9118
Epoch 16: loss did not improve from 0.07436
336/400 [========================>.....] - ETA: 42s - loss: 0.1284 - dice_coefficient: 0.9118
Epoch 16: loss did not improve from 0.07436
337/400 [========================>.....] - ETA: 41s - loss: 0.1290 - dice_coefficient: 0.9112
Epoch 16: loss did not improve from 0.07436
338/400 [========================>.....] - ETA: 41s - loss: 0.1291 - dice_coefficient: 0.9112
Epoch 16: loss did not improve from 0.07436
339/400 [========================>.....] - ETA: 40s - loss: 0.1290 - dice_coefficient: 0.9112
Epoch 16: loss did not improve from 0.07436
340/400 [========================>.....] - ETA: 39s - loss: 0.1290 - dice_coefficient: 0.9113
Epoch 16: loss did not improve from 0.07436
341/400 [========================>.....] - ETA: 39s - loss: 0.1290 - dice_coefficient: 0.9113
Epoch 16: loss did not improve from 0.07436
342/400 [========================>.....] - ETA: 38s - loss: 0.1287 - dice_coefficient: 0.9114
Epoch 16: loss did not improve from 0.07436
343/400 [========================>.....] - ETA: 37s - loss: 0.1286 - dice_coefficient: 0.9115
Epoch 16: loss did not improve from 0.07436
344/400 [========================>.....] - ETA: 37s - loss: 0.1299 - dice_coefficient: 0.9106
Epoch 16: loss did not improve from 0.07436
345/400 [========================>.....] - ETA: 36s - loss: 0.1299 - dice_coefficient: 0.9106
Epoch 16: loss did not improve from 0.07436
346/400 [========================>.....] - ETA: 35s - loss: 0.1299 - dice_coefficient: 0.9107
Epoch 16: loss did not improve from 0.07436
347/400 [=========================>....] - ETA: 35s - loss: 0.1299 - dice_coefficient: 0.9107
Epoch 16: loss did not improve from 0.07436
348/400 [=========================>....] - ETA: 34s - loss: 0.1298 - dice_coefficient: 0.9108
Epoch 16: loss did not improve from 0.07436
349/400 [=========================>....] - ETA: 33s - loss: 0.1299 - dice_coefficient: 0.9107
Epoch 16: loss did not improve from 0.07436
350/400 [=========================>....] - ETA: 33s - loss: 0.1757 - dice_coefficient: 0.9081
Epoch 16: loss did not improve from 0.07436
351/400 [=========================>....] - ETA: 32s - loss: 0.1755 - dice_coefficient: 0.9081
Epoch 16: loss did not improve from 0.07436
352/400 [=========================>....] - ETA: 31s - loss: 0.1753 - dice_coefficient: 0.9083
Epoch 16: loss did not improve from 0.07436
353/400 [=========================>....] - ETA: 31s - loss: 0.1751 - dice_coefficient: 0.9082
Epoch 16: loss did not improve from 0.07436
354/400 [=========================>....] - ETA: 30s - loss: 0.1750 - dice_coefficient: 0.9082
Epoch 16: loss did not improve from 0.07436
355/400 [=========================>....] - ETA: 29s - loss: 0.1746 - dice_coefficient: 0.9084
Epoch 16: loss did not improve from 0.07436
356/400 [=========================>....] - ETA: 29s - loss: 0.1745 - dice_coefficient: 0.9085
Epoch 16: loss did not improve from 0.07436
357/400 [=========================>....] - ETA: 28s - loss: 0.1742 - dice_coefficient: 0.9086
Epoch 16: loss did not improve from 0.07436
358/400 [=========================>....] - ETA: 27s - loss: 0.1740 - dice_coefficient: 0.9086
Epoch 16: loss did not improve from 0.07436
359/400 [=========================>....] - ETA: 26s - loss: 0.1738 - dice_coefficient: 0.9086
Epoch 16: loss did not improve from 0.07436
360/400 [==========================>...] - ETA: 26s - loss: 0.1737 - dice_coefficient: 0.9087
Epoch 16: loss did not improve from 0.07436
361/400 [==========================>...] - ETA: 25s - loss: 0.1737 - dice_coefficient: 0.9086
Epoch 16: loss did not improve from 0.07436
362/400 [==========================>...] - ETA: 24s - loss: 0.1736 - dice_coefficient: 0.9086
Epoch 16: loss did not improve from 0.07436
363/400 [==========================>...] - ETA: 24s - loss: 0.1734 - dice_coefficient: 0.9086
Epoch 16: loss did not improve from 0.07436
364/400 [==========================>...] - ETA: 23s - loss: 0.1732 - dice_coefficient: 0.9087
Epoch 16: loss did not improve from 0.07436
365/400 [==========================>...] - ETA: 22s - loss: 0.1735 - dice_coefficient: 0.9083
Epoch 16: loss did not improve from 0.07436
366/400 [==========================>...] - ETA: 22s - loss: 0.1737 - dice_coefficient: 0.9082
Epoch 16: loss did not improve from 0.07436
367/400 [==========================>...] - ETA: 21s - loss: 0.1734 - dice_coefficient: 0.9084
Epoch 16: loss did not improve from 0.07436
368/400 [==========================>...] - ETA: 21s - loss: 0.1731 - dice_coefficient: 0.9085
Epoch 16: loss did not improve from 0.07436
369/400 [==========================>...] - ETA: 20s - loss: 0.1736 - dice_coefficient: 0.9080
Epoch 16: loss did not improve from 0.07436
370/400 [==========================>...] - ETA: 19s - loss: 0.1736 - dice_coefficient: 0.9079
Epoch 16: loss did not improve from 0.07436
371/400 [==========================>...] - ETA: 19s - loss: 0.1735 - dice_coefficient: 0.9079
Epoch 16: loss did not improve from 0.07436
372/400 [==========================>...] - ETA: 18s - loss: 0.1733 - dice_coefficient: 0.9079
Epoch 16: loss did not improve from 0.07436
373/400 [==========================>...] - ETA: 17s - loss: 0.1731 - dice_coefficient: 0.9080
Epoch 16: loss did not improve from 0.07436
374/400 [===========================>..] - ETA: 17s - loss: 0.1729 - dice_coefficient: 0.9080
Epoch 16: loss did not improve from 0.07436
375/400 [===========================>..] - ETA: 16s - loss: 0.1732 - dice_coefficient: 0.9077
Epoch 16: loss did not improve from 0.07436
376/400 [===========================>..] - ETA: 15s - loss: 0.1730 - dice_coefficient: 0.9078
Epoch 16: loss did not improve from 0.07436
377/400 [===========================>..] - ETA: 15s - loss: 0.1727 - dice_coefficient: 0.9079
Epoch 16: loss did not improve from 0.07436
378/400 [===========================>..] - ETA: 14s - loss: 0.1727 - dice_coefficient: 0.9078
Epoch 16: loss did not improve from 0.07436
379/400 [===========================>..] - ETA: 13s - loss: 0.1726 - dice_coefficient: 0.9079
Epoch 16: loss did not improve from 0.07436
380/400 [===========================>..] - ETA: 13s - loss: 0.1723 - dice_coefficient: 0.9080
Epoch 16: loss did not improve from 0.07436
381/400 [===========================>..] - ETA: 12s - loss: 0.1720 - dice_coefficient: 0.9082
Epoch 16: loss did not improve from 0.07436
382/400 [===========================>..] - ETA: 11s - loss: 0.1721 - dice_coefficient: 0.9080
Epoch 16: loss did not improve from 0.07436
383/400 [===========================>..] - ETA: 11s - loss: 0.1722 - dice_coefficient: 0.9079
Epoch 16: loss did not improve from 0.07436
384/400 [===========================>..] - ETA: 10s - loss: 0.1718 - dice_coefficient: 0.9080
Epoch 16: loss did not improve from 0.07436
385/400 [===========================>..] - ETA: 9s - loss: 0.1716 - dice_coefficient: 0.9081 
Epoch 16: loss did not improve from 0.07436
386/400 [===========================>..] - ETA: 9s - loss: 0.1715 - dice_coefficient: 0.9082
Epoch 16: loss did not improve from 0.07436
387/400 [============================>.] - ETA: 8s - loss: 0.1715 - dice_coefficient: 0.9080
Epoch 16: loss did not improve from 0.07436
388/400 [============================>.] - ETA: 7s - loss: 0.1713 - dice_coefficient: 0.9081
Epoch 16: loss did not improve from 0.07436
389/400 [============================>.] - ETA: 7s - loss: 0.1713 - dice_coefficient: 0.9082
Epoch 16: loss did not improve from 0.07436
390/400 [============================>.] - ETA: 6s - loss: 0.1716 - dice_coefficient: 0.9080
Epoch 16: loss did not improve from 0.07436
391/400 [============================>.] - ETA: 5s - loss: 0.1717 - dice_coefficient: 0.9078
Epoch 16: loss did not improve from 0.07436
392/400 [============================>.] - ETA: 5s - loss: 0.1723 - dice_coefficient: 0.9072
Epoch 16: loss did not improve from 0.07436
393/400 [============================>.] - ETA: 4s - loss: 0.1721 - dice_coefficient: 0.9073
Epoch 16: loss did not improve from 0.07436
394/400 [============================>.] - ETA: 3s - loss: 0.1719 - dice_coefficient: 0.9074
Epoch 16: loss did not improve from 0.07436
395/400 [============================>.] - ETA: 3s - loss: 0.1724 - dice_coefficient: 0.9068
Epoch 16: loss did not improve from 0.07436
396/400 [============================>.] - ETA: 2s - loss: 0.1723 - dice_coefficient: 0.9069
Epoch 16: loss did not improve from 0.07436
397/400 [============================>.] - ETA: 1s - loss: 0.1721 - dice_coefficient: 0.9069
Epoch 16: loss did not improve from 0.07436
398/400 [============================>.] - ETA: 1s - loss: 0.1719 - dice_coefficient: 0.9070
Epoch 16: loss did not improve from 0.07436
399/400 [============================>.] - ETA: 0s - loss: 0.1722 - dice_coefficient: 0.9066
Epoch 16: loss did not improve from 0.07436
400/400 [==============================] - 261s 652ms/step - loss: 0.1721 - dice_coefficient: 0.9066 - val_loss: 0.6840 - val_dice_coefficient: 0.6572 - lr: 2.0000e-05
Epoch 17/30

Epoch 17: loss improved from 0.07436 to 0.05075, saving model to model-0.05.h5
  1/400 [..............................] - ETA: 4:46 - loss: 0.0507 - dice_coefficient: 0.9713
Epoch 17: loss did not improve from 0.05075
  2/400 [..............................] - ETA: 3:44 - loss: 0.0665 - dice_coefficient: 0.9493
Epoch 17: loss did not improve from 0.05075
  3/400 [..............................] - ETA: 3:45 - loss: 0.0563 - dice_coefficient: 0.9583
Epoch 17: loss did not improve from 0.05075
  4/400 [..............................] - ETA: 3:45 - loss: 0.0589 - dice_coefficient: 0.9580
Epoch 17: loss did not improve from 0.05075
  5/400 [..............................] - ETA: 3:44 - loss: 0.0589 - dice_coefficient: 0.9573
Epoch 17: loss did not improve from 0.05075
  6/400 [..............................] - ETA: 3:43 - loss: 0.0568 - dice_coefficient: 0.9599
Epoch 17: loss did not improve from 0.05075
  7/400 [..............................] - ETA: 3:43 - loss: 0.0710 - dice_coefficient: 0.9458
Epoch 17: loss did not improve from 0.05075
  8/400 [..............................] - ETA: 3:43 - loss: 0.0686 - dice_coefficient: 0.9490
Epoch 17: loss did not improve from 0.05075
  9/400 [..............................] - ETA: 3:42 - loss: 0.0794 - dice_coefficient: 0.9386
Epoch 17: loss did not improve from 0.05075
 10/400 [..............................] - ETA: 3:42 - loss: 0.0765 - dice_coefficient: 0.9408
Epoch 17: loss did not improve from 0.05075
 11/400 [..............................] - ETA: 3:41 - loss: 0.0789 - dice_coefficient: 0.9385
Epoch 17: loss did not improve from 0.05075
 12/400 [..............................] - ETA: 3:41 - loss: 0.1240 - dice_coefficient: 0.9060
Epoch 17: loss did not improve from 0.05075
 13/400 [..............................] - ETA: 3:40 - loss: 0.1179 - dice_coefficient: 0.9112
Epoch 17: loss did not improve from 0.05075
 14/400 [>.............................] - ETA: 3:39 - loss: 0.1185 - dice_coefficient: 0.9092
Epoch 17: loss did not improve from 0.05075
 15/400 [>.............................] - ETA: 3:39 - loss: 0.1153 - dice_coefficient: 0.9116
Epoch 17: loss did not improve from 0.05075
 16/400 [>.............................] - ETA: 3:39 - loss: 0.1158 - dice_coefficient: 0.9115
Epoch 17: loss did not improve from 0.05075
 17/400 [>.............................] - ETA: 3:38 - loss: 0.1145 - dice_coefficient: 0.9131
Epoch 17: loss did not improve from 0.05075
 18/400 [>.............................] - ETA: 3:38 - loss: 0.1130 - dice_coefficient: 0.9138
Epoch 17: loss did not improve from 0.05075
 19/400 [>.............................] - ETA: 3:37 - loss: 0.1090 - dice_coefficient: 0.9175
Epoch 17: loss did not improve from 0.05075
 20/400 [>.............................] - ETA: 3:36 - loss: 0.1087 - dice_coefficient: 0.9191
Epoch 17: loss did not improve from 0.05075
 21/400 [>.............................] - ETA: 3:36 - loss: 0.1106 - dice_coefficient: 0.9170
Epoch 17: loss did not improve from 0.05075
 22/400 [>.............................] - ETA: 3:35 - loss: 0.1087 - dice_coefficient: 0.9189
Epoch 17: loss did not improve from 0.05075
 23/400 [>.............................] - ETA: 3:35 - loss: 0.1072 - dice_coefficient: 0.9211
Epoch 17: loss did not improve from 0.05075
 24/400 [>.............................] - ETA: 3:34 - loss: 0.1055 - dice_coefficient: 0.9220
Epoch 17: loss did not improve from 0.05075
 25/400 [>.............................] - ETA: 3:34 - loss: 0.1028 - dice_coefficient: 0.9240
Epoch 17: loss did not improve from 0.05075
 26/400 [>.............................] - ETA: 3:33 - loss: 0.1027 - dice_coefficient: 0.9240
Epoch 17: loss did not improve from 0.05075
 27/400 [=>............................] - ETA: 3:33 - loss: 0.1008 - dice_coefficient: 0.9253
Epoch 17: loss did not improve from 0.05075
 28/400 [=>............................] - ETA: 3:32 - loss: 0.0996 - dice_coefficient: 0.9260
Epoch 17: loss did not improve from 0.05075
 29/400 [=>............................] - ETA: 3:31 - loss: 0.0985 - dice_coefficient: 0.9268
Epoch 17: loss did not improve from 0.05075
 30/400 [=>............................] - ETA: 3:31 - loss: 0.0965 - dice_coefficient: 0.9285
Epoch 17: loss did not improve from 0.05075
 31/400 [=>............................] - ETA: 3:30 - loss: 0.0959 - dice_coefficient: 0.9286
Epoch 17: loss did not improve from 0.05075
 32/400 [=>............................] - ETA: 3:30 - loss: 0.0980 - dice_coefficient: 0.9264
Epoch 17: loss did not improve from 0.05075
 33/400 [=>............................] - ETA: 3:29 - loss: 0.0993 - dice_coefficient: 0.9252
Epoch 17: loss did not improve from 0.05075
 34/400 [=>............................] - ETA: 3:29 - loss: 0.0976 - dice_coefficient: 0.9264
Epoch 17: loss did not improve from 0.05075
 35/400 [=>............................] - ETA: 3:28 - loss: 0.0959 - dice_coefficient: 0.9278
Epoch 17: loss did not improve from 0.05075
 36/400 [=>............................] - ETA: 3:27 - loss: 0.0950 - dice_coefficient: 0.9284
Epoch 17: loss did not improve from 0.05075
 37/400 [=>............................] - ETA: 3:27 - loss: 0.0936 - dice_coefficient: 0.9295
Epoch 17: loss did not improve from 0.05075
 38/400 [=>............................] - ETA: 3:26 - loss: 0.0920 - dice_coefficient: 0.9307
Epoch 17: loss did not improve from 0.05075
 39/400 [=>............................] - ETA: 3:26 - loss: 0.0936 - dice_coefficient: 0.9290
Epoch 17: loss did not improve from 0.05075
 40/400 [==>...........................] - ETA: 3:25 - loss: 0.0932 - dice_coefficient: 0.9292
Epoch 17: loss did not improve from 0.05075
 41/400 [==>...........................] - ETA: 3:25 - loss: 0.0964 - dice_coefficient: 0.9264
Epoch 17: loss did not improve from 0.05075
 42/400 [==>...........................] - ETA: 3:24 - loss: 0.0965 - dice_coefficient: 0.9264
Epoch 17: loss did not improve from 0.05075
 43/400 [==>...........................] - ETA: 3:24 - loss: 0.0952 - dice_coefficient: 0.9277
Epoch 17: loss did not improve from 0.05075
 44/400 [==>...........................] - ETA: 3:23 - loss: 0.0946 - dice_coefficient: 0.9281
Epoch 17: loss did not improve from 0.05075
 45/400 [==>...........................] - ETA: 3:22 - loss: 0.0969 - dice_coefficient: 0.9259
Epoch 17: loss did not improve from 0.05075
 46/400 [==>...........................] - ETA: 3:22 - loss: 0.0957 - dice_coefficient: 0.9268
Epoch 17: loss did not improve from 0.05075
 47/400 [==>...........................] - ETA: 3:21 - loss: 0.0956 - dice_coefficient: 0.9269
Epoch 17: loss did not improve from 0.05075
 48/400 [==>...........................] - ETA: 3:21 - loss: 0.0953 - dice_coefficient: 0.9271
Epoch 17: loss did not improve from 0.05075
 49/400 [==>...........................] - ETA: 3:20 - loss: 0.1154 - dice_coefficient: 0.9153
Epoch 17: loss did not improve from 0.05075
 50/400 [==>...........................] - ETA: 3:20 - loss: 0.1179 - dice_coefficient: 0.9131
Epoch 17: loss did not improve from 0.05075
 51/400 [==>...........................] - ETA: 3:19 - loss: 0.1163 - dice_coefficient: 0.9144
Epoch 17: loss did not improve from 0.05075
 52/400 [==>...........................] - ETA: 3:18 - loss: 0.1169 - dice_coefficient: 0.9137
Epoch 17: loss did not improve from 0.05075
 53/400 [==>...........................] - ETA: 3:18 - loss: 0.1154 - dice_coefficient: 0.9147
Epoch 17: loss did not improve from 0.05075
 54/400 [===>..........................] - ETA: 3:17 - loss: 0.1143 - dice_coefficient: 0.9156
Epoch 17: loss did not improve from 0.05075
 55/400 [===>..........................] - ETA: 3:17 - loss: 0.1141 - dice_coefficient: 0.9156
Epoch 17: loss did not improve from 0.05075
 56/400 [===>..........................] - ETA: 3:16 - loss: 0.1140 - dice_coefficient: 0.9161
Epoch 17: loss did not improve from 0.05075
 57/400 [===>..........................] - ETA: 3:16 - loss: 0.1138 - dice_coefficient: 0.9162
Epoch 17: loss did not improve from 0.05075
 58/400 [===>..........................] - ETA: 3:15 - loss: 0.1142 - dice_coefficient: 0.9156
Epoch 17: loss did not improve from 0.05075
 59/400 [===>..........................] - ETA: 3:15 - loss: 0.1139 - dice_coefficient: 0.9158
Epoch 17: loss did not improve from 0.05075
 60/400 [===>..........................] - ETA: 3:14 - loss: 0.1139 - dice_coefficient: 0.9160
Epoch 17: loss did not improve from 0.05075
 61/400 [===>..........................] - ETA: 3:13 - loss: 0.1170 - dice_coefficient: 0.9134
Epoch 17: loss did not improve from 0.05075
 62/400 [===>..........................] - ETA: 3:13 - loss: 0.1173 - dice_coefficient: 0.9139
Epoch 17: loss did not improve from 0.05075
 63/400 [===>..........................] - ETA: 3:12 - loss: 0.1169 - dice_coefficient: 0.9141
Epoch 17: loss did not improve from 0.05075
 64/400 [===>..........................] - ETA: 3:12 - loss: 0.1168 - dice_coefficient: 0.9139
Epoch 17: loss did not improve from 0.05075
 65/400 [===>..........................] - ETA: 3:11 - loss: 0.1171 - dice_coefficient: 0.9142
Epoch 17: loss did not improve from 0.05075
 66/400 [===>..........................] - ETA: 3:11 - loss: 0.1162 - dice_coefficient: 0.9149
Epoch 17: loss did not improve from 0.05075
 67/400 [====>.........................] - ETA: 3:10 - loss: 0.1157 - dice_coefficient: 0.9151
Epoch 17: loss did not improve from 0.05075
 68/400 [====>.........................] - ETA: 3:09 - loss: 0.1149 - dice_coefficient: 0.9157
Epoch 17: loss did not improve from 0.05075
 69/400 [====>.........................] - ETA: 3:09 - loss: 0.1138 - dice_coefficient: 0.9166
Epoch 17: loss did not improve from 0.05075
 70/400 [====>.........................] - ETA: 3:08 - loss: 0.1136 - dice_coefficient: 0.9168
Epoch 17: loss did not improve from 0.05075
 71/400 [====>.........................] - ETA: 3:08 - loss: 0.1128 - dice_coefficient: 0.9173
Epoch 17: loss did not improve from 0.05075
 72/400 [====>.........................] - ETA: 3:07 - loss: 0.1119 - dice_coefficient: 0.9180
Epoch 17: loss did not improve from 0.05075
 73/400 [====>.........................] - ETA: 3:07 - loss: 0.1113 - dice_coefficient: 0.9183
Epoch 17: loss did not improve from 0.05075
 74/400 [====>.........................] - ETA: 3:06 - loss: 0.1117 - dice_coefficient: 0.9180
Epoch 17: loss did not improve from 0.05075
 75/400 [====>.........................] - ETA: 3:06 - loss: 0.1113 - dice_coefficient: 0.9183
Epoch 17: loss did not improve from 0.05075
 76/400 [====>.........................] - ETA: 3:05 - loss: 0.1102 - dice_coefficient: 0.9191
Epoch 17: loss did not improve from 0.05075
 77/400 [====>.........................] - ETA: 3:04 - loss: 0.1093 - dice_coefficient: 0.9198
Epoch 17: loss did not improve from 0.05075
 78/400 [====>.........................] - ETA: 3:04 - loss: 0.1084 - dice_coefficient: 0.9205
Epoch 17: loss did not improve from 0.05075
 79/400 [====>.........................] - ETA: 3:03 - loss: 0.1085 - dice_coefficient: 0.9203
Epoch 17: loss did not improve from 0.05075
 80/400 [=====>........................] - ETA: 3:03 - loss: 0.1095 - dice_coefficient: 0.9192
Epoch 17: loss did not improve from 0.05075
 81/400 [=====>........................] - ETA: 3:02 - loss: 0.1090 - dice_coefficient: 0.9195
Epoch 17: loss did not improve from 0.05075
 82/400 [=====>........................] - ETA: 3:02 - loss: 0.1089 - dice_coefficient: 0.9196
Epoch 17: loss did not improve from 0.05075
 83/400 [=====>........................] - ETA: 3:01 - loss: 0.1083 - dice_coefficient: 0.9201
Epoch 17: loss did not improve from 0.05075
 84/400 [=====>........................] - ETA: 3:00 - loss: 0.1079 - dice_coefficient: 0.9203
Epoch 17: loss did not improve from 0.05075
 85/400 [=====>........................] - ETA: 3:00 - loss: 0.1077 - dice_coefficient: 0.9204
Epoch 17: loss did not improve from 0.05075
 86/400 [=====>........................] - ETA: 3:00 - loss: 0.1094 - dice_coefficient: 0.9188
Epoch 17: loss did not improve from 0.05075
 87/400 [=====>........................] - ETA: 2:59 - loss: 0.1091 - dice_coefficient: 0.9189
Epoch 17: loss did not improve from 0.05075
 88/400 [=====>........................] - ETA: 2:58 - loss: 0.1088 - dice_coefficient: 0.9192
Epoch 17: loss did not improve from 0.05075
 89/400 [=====>........................] - ETA: 2:58 - loss: 0.1081 - dice_coefficient: 0.9198
Epoch 17: loss did not improve from 0.05075
 90/400 [=====>........................] - ETA: 2:57 - loss: 0.1073 - dice_coefficient: 0.9204
Epoch 17: loss did not improve from 0.05075
 91/400 [=====>........................] - ETA: 2:57 - loss: 0.1066 - dice_coefficient: 0.9210
Epoch 17: loss did not improve from 0.05075
 92/400 [=====>........................] - ETA: 2:56 - loss: 0.1070 - dice_coefficient: 0.9207
Epoch 17: loss did not improve from 0.05075
 93/400 [=====>........................] - ETA: 2:55 - loss: 0.1065 - dice_coefficient: 0.9213
Epoch 17: loss did not improve from 0.05075
 94/400 [======>.......................] - ETA: 2:55 - loss: 0.1057 - dice_coefficient: 0.9219
Epoch 17: loss did not improve from 0.05075
 95/400 [======>.......................] - ETA: 2:54 - loss: 0.1059 - dice_coefficient: 0.9216
Epoch 17: loss did not improve from 0.05075
 96/400 [======>.......................] - ETA: 2:54 - loss: 0.1057 - dice_coefficient: 0.9216
Epoch 17: loss did not improve from 0.05075
 97/400 [======>.......................] - ETA: 2:53 - loss: 0.1049 - dice_coefficient: 0.9222
Epoch 17: loss did not improve from 0.05075
 98/400 [======>.......................] - ETA: 2:53 - loss: 0.1044 - dice_coefficient: 0.9227
Epoch 17: loss did not improve from 0.05075
 99/400 [======>.......................] - ETA: 2:52 - loss: 0.1037 - dice_coefficient: 0.9233
Epoch 17: loss did not improve from 0.05075
100/400 [======>.......................] - ETA: 2:52 - loss: 0.1033 - dice_coefficient: 0.9236
Epoch 17: loss did not improve from 0.05075
101/400 [======>.......................] - ETA: 2:51 - loss: 0.1029 - dice_coefficient: 0.9238
Epoch 17: loss did not improve from 0.05075
102/400 [======>.......................] - ETA: 2:50 - loss: 0.1026 - dice_coefficient: 0.9241
Epoch 17: loss did not improve from 0.05075
103/400 [======>.......................] - ETA: 2:50 - loss: 0.1026 - dice_coefficient: 0.9240
Epoch 17: loss did not improve from 0.05075
104/400 [======>.......................] - ETA: 2:49 - loss: 0.1022 - dice_coefficient: 0.9243
Epoch 17: loss did not improve from 0.05075
105/400 [======>.......................] - ETA: 2:49 - loss: 0.1044 - dice_coefficient: 0.9224
Epoch 17: loss did not improve from 0.05075
106/400 [======>.......................] - ETA: 2:48 - loss: 0.1040 - dice_coefficient: 0.9228
Epoch 17: loss did not improve from 0.05075
107/400 [=======>......................] - ETA: 2:48 - loss: 0.1035 - dice_coefficient: 0.9232
Epoch 17: loss did not improve from 0.05075
108/400 [=======>......................] - ETA: 2:47 - loss: 0.1034 - dice_coefficient: 0.9231
Epoch 17: loss did not improve from 0.05075
109/400 [=======>......................] - ETA: 2:46 - loss: 0.1027 - dice_coefficient: 0.9237
Epoch 17: loss did not improve from 0.05075
110/400 [=======>......................] - ETA: 2:46 - loss: 0.1023 - dice_coefficient: 0.9241
Epoch 17: loss did not improve from 0.05075
111/400 [=======>......................] - ETA: 2:45 - loss: 0.1037 - dice_coefficient: 0.9238
Epoch 17: loss did not improve from 0.05075
112/400 [=======>......................] - ETA: 2:45 - loss: 0.1041 - dice_coefficient: 0.9233
Epoch 17: loss did not improve from 0.05075
113/400 [=======>......................] - ETA: 2:44 - loss: 0.1045 - dice_coefficient: 0.9228
Epoch 17: loss did not improve from 0.05075
114/400 [=======>......................] - ETA: 2:43 - loss: 0.1042 - dice_coefficient: 0.9232
Epoch 17: loss did not improve from 0.05075
115/400 [=======>......................] - ETA: 2:43 - loss: 0.1058 - dice_coefficient: 0.9217
Epoch 17: loss did not improve from 0.05075
116/400 [=======>......................] - ETA: 2:42 - loss: 0.1069 - dice_coefficient: 0.9206
Epoch 17: loss did not improve from 0.05075
117/400 [=======>......................] - ETA: 2:42 - loss: 0.1066 - dice_coefficient: 0.9210
Epoch 17: loss did not improve from 0.05075
118/400 [=======>......................] - ETA: 2:41 - loss: 0.1061 - dice_coefficient: 0.9213
Epoch 17: loss did not improve from 0.05075
119/400 [=======>......................] - ETA: 2:41 - loss: 0.1056 - dice_coefficient: 0.9216
Epoch 17: loss did not improve from 0.05075
120/400 [========>.....................] - ETA: 2:40 - loss: 0.1054 - dice_coefficient: 0.9218
Epoch 17: loss did not improve from 0.05075
121/400 [========>.....................] - ETA: 2:39 - loss: 0.1051 - dice_coefficient: 0.9220
Epoch 17: loss did not improve from 0.05075
122/400 [========>.....................] - ETA: 2:39 - loss: 0.1047 - dice_coefficient: 0.9223
Epoch 17: loss did not improve from 0.05075
123/400 [========>.....................] - ETA: 2:38 - loss: 0.1042 - dice_coefficient: 0.9227
Epoch 17: loss did not improve from 0.05075
124/400 [========>.....................] - ETA: 2:38 - loss: 0.1038 - dice_coefficient: 0.9230
Epoch 17: loss did not improve from 0.05075
125/400 [========>.....................] - ETA: 2:37 - loss: 0.1037 - dice_coefficient: 0.9231
Epoch 17: loss did not improve from 0.05075
126/400 [========>.....................] - ETA: 2:36 - loss: 0.1038 - dice_coefficient: 0.9231
Epoch 17: loss did not improve from 0.05075
127/400 [========>.....................] - ETA: 2:36 - loss: 0.1036 - dice_coefficient: 0.9233
Epoch 17: loss did not improve from 0.05075
128/400 [========>.....................] - ETA: 2:35 - loss: 0.1043 - dice_coefficient: 0.9231
Epoch 17: loss did not improve from 0.05075
129/400 [========>.....................] - ETA: 2:35 - loss: 0.1039 - dice_coefficient: 0.9234
Epoch 17: loss did not improve from 0.05075
130/400 [========>.....................] - ETA: 2:34 - loss: 0.1041 - dice_coefficient: 0.9231
Epoch 17: loss did not improve from 0.05075
131/400 [========>.....................] - ETA: 2:34 - loss: 0.1038 - dice_coefficient: 0.9232
Epoch 17: loss did not improve from 0.05075
132/400 [========>.....................] - ETA: 2:33 - loss: 0.1036 - dice_coefficient: 0.9235
Epoch 17: loss did not improve from 0.05075
133/400 [========>.....................] - ETA: 2:32 - loss: 0.1034 - dice_coefficient: 0.9235
Epoch 17: loss did not improve from 0.05075
134/400 [=========>....................] - ETA: 2:32 - loss: 0.1036 - dice_coefficient: 0.9235
Epoch 17: loss did not improve from 0.05075
135/400 [=========>....................] - ETA: 2:31 - loss: 0.1054 - dice_coefficient: 0.9219
Epoch 17: loss did not improve from 0.05075
136/400 [=========>....................] - ETA: 2:31 - loss: 0.1054 - dice_coefficient: 0.9218
Epoch 17: loss did not improve from 0.05075
137/400 [=========>....................] - ETA: 2:30 - loss: 0.1056 - dice_coefficient: 0.9217
Epoch 17: loss did not improve from 0.05075
138/400 [=========>....................] - ETA: 2:30 - loss: 0.1053 - dice_coefficient: 0.9219
Epoch 17: loss did not improve from 0.05075
139/400 [=========>....................] - ETA: 2:29 - loss: 0.1051 - dice_coefficient: 0.9221
Epoch 17: loss did not improve from 0.05075
140/400 [=========>....................] - ETA: 2:29 - loss: 0.1050 - dice_coefficient: 0.9223
Epoch 17: loss did not improve from 0.05075
141/400 [=========>....................] - ETA: 2:28 - loss: 0.1046 - dice_coefficient: 0.9225
Epoch 17: loss did not improve from 0.05075
142/400 [=========>....................] - ETA: 2:27 - loss: 0.1043 - dice_coefficient: 0.9229
Epoch 17: loss did not improve from 0.05075
143/400 [=========>....................] - ETA: 2:27 - loss: 0.1056 - dice_coefficient: 0.9217
Epoch 17: loss did not improve from 0.05075
144/400 [=========>....................] - ETA: 2:26 - loss: 0.1052 - dice_coefficient: 0.9221
Epoch 17: loss did not improve from 0.05075
145/400 [=========>....................] - ETA: 2:26 - loss: 0.1048 - dice_coefficient: 0.9224
Epoch 17: loss did not improve from 0.05075
146/400 [=========>....................] - ETA: 2:25 - loss: 0.1043 - dice_coefficient: 0.9227
Epoch 17: loss did not improve from 0.05075
147/400 [==========>...................] - ETA: 2:24 - loss: 0.1037 - dice_coefficient: 0.9232
Epoch 17: loss did not improve from 0.05075
148/400 [==========>...................] - ETA: 2:24 - loss: 0.1035 - dice_coefficient: 0.9233
Epoch 17: loss did not improve from 0.05075
149/400 [==========>...................] - ETA: 2:23 - loss: 0.1031 - dice_coefficient: 0.9235
Epoch 17: loss did not improve from 0.05075
150/400 [==========>...................] - ETA: 2:23 - loss: 0.1038 - dice_coefficient: 0.9228
Epoch 17: loss did not improve from 0.05075
151/400 [==========>...................] - ETA: 2:22 - loss: 0.1034 - dice_coefficient: 0.9232
Epoch 17: loss did not improve from 0.05075
152/400 [==========>...................] - ETA: 2:22 - loss: 0.1033 - dice_coefficient: 0.9233
Epoch 17: loss did not improve from 0.05075
153/400 [==========>...................] - ETA: 2:21 - loss: 0.1030 - dice_coefficient: 0.9236
Epoch 17: loss did not improve from 0.05075
154/400 [==========>...................] - ETA: 2:20 - loss: 0.1026 - dice_coefficient: 0.9239
Epoch 17: loss did not improve from 0.05075
155/400 [==========>...................] - ETA: 2:20 - loss: 0.1023 - dice_coefficient: 0.9241
Epoch 17: loss did not improve from 0.05075
156/400 [==========>...................] - ETA: 2:19 - loss: 0.1020 - dice_coefficient: 0.9243
Epoch 17: loss did not improve from 0.05075
157/400 [==========>...................] - ETA: 2:19 - loss: 0.1029 - dice_coefficient: 0.9236
Epoch 17: loss did not improve from 0.05075
158/400 [==========>...................] - ETA: 2:18 - loss: 0.1047 - dice_coefficient: 0.9222
Epoch 17: loss did not improve from 0.05075
159/400 [==========>...................] - ETA: 2:18 - loss: 0.1048 - dice_coefficient: 0.9220
Epoch 17: loss did not improve from 0.05075
160/400 [===========>..................] - ETA: 2:17 - loss: 0.1046 - dice_coefficient: 0.9222
Epoch 17: loss did not improve from 0.05075
161/400 [===========>..................] - ETA: 2:16 - loss: 0.1044 - dice_coefficient: 0.9223
Epoch 17: loss did not improve from 0.05075
162/400 [===========>..................] - ETA: 2:16 - loss: 0.1043 - dice_coefficient: 0.9225
Epoch 17: loss did not improve from 0.05075
163/400 [===========>..................] - ETA: 2:15 - loss: 0.1045 - dice_coefficient: 0.9222
Epoch 17: loss did not improve from 0.05075
164/400 [===========>..................] - ETA: 2:15 - loss: 0.1047 - dice_coefficient: 0.9224
Epoch 17: loss did not improve from 0.05075
165/400 [===========>..................] - ETA: 2:14 - loss: 0.1049 - dice_coefficient: 0.9223
Epoch 17: loss did not improve from 0.05075
166/400 [===========>..................] - ETA: 2:14 - loss: 0.1048 - dice_coefficient: 0.9226
Epoch 17: loss did not improve from 0.05075
167/400 [===========>..................] - ETA: 2:13 - loss: 0.1047 - dice_coefficient: 0.9225
Epoch 17: loss did not improve from 0.05075
168/400 [===========>..................] - ETA: 2:12 - loss: 0.1044 - dice_coefficient: 0.9228
Epoch 17: loss did not improve from 0.05075
169/400 [===========>..................] - ETA: 2:12 - loss: 0.1064 - dice_coefficient: 0.9212
Epoch 17: loss did not improve from 0.05075
170/400 [===========>..................] - ETA: 2:11 - loss: 0.1064 - dice_coefficient: 0.9211
Epoch 17: loss did not improve from 0.05075
171/400 [===========>..................] - ETA: 2:11 - loss: 0.1060 - dice_coefficient: 0.9214
Epoch 17: loss did not improve from 0.05075
172/400 [===========>..................] - ETA: 2:10 - loss: 0.1058 - dice_coefficient: 0.9215
Epoch 17: loss did not improve from 0.05075
173/400 [===========>..................] - ETA: 2:10 - loss: 0.1056 - dice_coefficient: 0.9217
Epoch 17: loss did not improve from 0.05075
174/400 [============>.................] - ETA: 2:09 - loss: 0.1053 - dice_coefficient: 0.9219
Epoch 17: loss did not improve from 0.05075
175/400 [============>.................] - ETA: 2:08 - loss: 0.1049 - dice_coefficient: 0.9223
Epoch 17: loss did not improve from 0.05075
176/400 [============>.................] - ETA: 2:08 - loss: 0.1048 - dice_coefficient: 0.9223
Epoch 17: loss did not improve from 0.05075
177/400 [============>.................] - ETA: 2:07 - loss: 0.1081 - dice_coefficient: 0.9200
Epoch 17: loss did not improve from 0.05075
178/400 [============>.................] - ETA: 2:07 - loss: 0.1078 - dice_coefficient: 0.9203
Epoch 17: loss did not improve from 0.05075
179/400 [============>.................] - ETA: 2:06 - loss: 0.1077 - dice_coefficient: 0.9203
Epoch 17: loss did not improve from 0.05075
180/400 [============>.................] - ETA: 2:06 - loss: 0.1073 - dice_coefficient: 0.9206
Epoch 17: loss did not improve from 0.05075
181/400 [============>.................] - ETA: 2:05 - loss: 0.1070 - dice_coefficient: 0.9209
Epoch 17: loss did not improve from 0.05075
182/400 [============>.................] - ETA: 2:04 - loss: 0.1068 - dice_coefficient: 0.9211
Epoch 17: loss did not improve from 0.05075
183/400 [============>.................] - ETA: 2:04 - loss: 0.1063 - dice_coefficient: 0.9214
Epoch 17: loss did not improve from 0.05075
184/400 [============>.................] - ETA: 2:03 - loss: 0.1059 - dice_coefficient: 0.9217
Epoch 17: loss did not improve from 0.05075
185/400 [============>.................] - ETA: 2:03 - loss: 0.1059 - dice_coefficient: 0.9217
Epoch 17: loss did not improve from 0.05075
186/400 [============>.................] - ETA: 2:02 - loss: 0.1056 - dice_coefficient: 0.9218
Epoch 17: loss did not improve from 0.05075
187/400 [=============>................] - ETA: 2:01 - loss: 0.1055 - dice_coefficient: 0.9219
Epoch 17: loss did not improve from 0.05075
188/400 [=============>................] - ETA: 2:01 - loss: 0.1056 - dice_coefficient: 0.9217
Epoch 17: loss did not improve from 0.05075
189/400 [=============>................] - ETA: 2:00 - loss: 0.1053 - dice_coefficient: 0.9220
Epoch 17: loss did not improve from 0.05075
190/400 [=============>................] - ETA: 2:00 - loss: 0.1057 - dice_coefficient: 0.9217
Epoch 17: loss did not improve from 0.05075
191/400 [=============>................] - ETA: 1:59 - loss: 0.1057 - dice_coefficient: 0.9218
Epoch 17: loss did not improve from 0.05075
192/400 [=============>................] - ETA: 1:59 - loss: 0.1055 - dice_coefficient: 0.9219
Epoch 17: loss did not improve from 0.05075
193/400 [=============>................] - ETA: 1:58 - loss: 0.1056 - dice_coefficient: 0.9219
Epoch 17: loss did not improve from 0.05075
194/400 [=============>................] - ETA: 1:57 - loss: 0.1055 - dice_coefficient: 0.9220
Epoch 17: loss did not improve from 0.05075
195/400 [=============>................] - ETA: 1:57 - loss: 0.1052 - dice_coefficient: 0.9223
Epoch 17: loss did not improve from 0.05075
196/400 [=============>................] - ETA: 1:56 - loss: 0.1052 - dice_coefficient: 0.9222
Epoch 17: loss did not improve from 0.05075
197/400 [=============>................] - ETA: 1:56 - loss: 0.1051 - dice_coefficient: 0.9223
Epoch 17: loss did not improve from 0.05075
198/400 [=============>................] - ETA: 1:55 - loss: 0.1048 - dice_coefficient: 0.9225
Epoch 17: loss did not improve from 0.05075
199/400 [=============>................] - ETA: 1:55 - loss: 0.1045 - dice_coefficient: 0.9227
Epoch 17: loss did not improve from 0.05075
200/400 [==============>...............] - ETA: 1:54 - loss: 0.1044 - dice_coefficient: 0.9229
Epoch 17: loss did not improve from 0.05075
201/400 [==============>...............] - ETA: 1:53 - loss: 0.1042 - dice_coefficient: 0.9230
Epoch 17: loss did not improve from 0.05075
202/400 [==============>...............] - ETA: 1:53 - loss: 0.1040 - dice_coefficient: 0.9233
Epoch 17: loss did not improve from 0.05075
203/400 [==============>...............] - ETA: 1:52 - loss: 0.1037 - dice_coefficient: 0.9235
Epoch 17: loss did not improve from 0.05075
204/400 [==============>...............] - ETA: 1:52 - loss: 0.1033 - dice_coefficient: 0.9238
Epoch 17: loss did not improve from 0.05075
205/400 [==============>...............] - ETA: 1:51 - loss: 0.1031 - dice_coefficient: 0.9239
Epoch 17: loss did not improve from 0.05075
206/400 [==============>...............] - ETA: 1:51 - loss: 0.1028 - dice_coefficient: 0.9242
Epoch 17: loss did not improve from 0.05075
207/400 [==============>...............] - ETA: 1:50 - loss: 0.1029 - dice_coefficient: 0.9243
Epoch 17: loss did not improve from 0.05075
208/400 [==============>...............] - ETA: 1:49 - loss: 0.1028 - dice_coefficient: 0.9245
Epoch 17: loss did not improve from 0.05075
209/400 [==============>...............] - ETA: 1:49 - loss: 0.1028 - dice_coefficient: 0.9246
Epoch 17: loss did not improve from 0.05075
210/400 [==============>...............] - ETA: 1:48 - loss: 0.1047 - dice_coefficient: 0.9233
Epoch 17: loss did not improve from 0.05075
211/400 [==============>...............] - ETA: 1:48 - loss: 0.1045 - dice_coefficient: 0.9235
Epoch 17: loss did not improve from 0.05075
212/400 [==============>...............] - ETA: 1:47 - loss: 0.1045 - dice_coefficient: 0.9234
Epoch 17: loss did not improve from 0.05075
213/400 [==============>...............] - ETA: 1:47 - loss: 0.1043 - dice_coefficient: 0.9236
Epoch 17: loss did not improve from 0.05075
214/400 [===============>..............] - ETA: 1:46 - loss: 0.1041 - dice_coefficient: 0.9236
Epoch 17: loss did not improve from 0.05075
215/400 [===============>..............] - ETA: 1:45 - loss: 0.1039 - dice_coefficient: 0.9238
Epoch 17: loss did not improve from 0.05075
216/400 [===============>..............] - ETA: 1:45 - loss: 0.1039 - dice_coefficient: 0.9239
Epoch 17: loss did not improve from 0.05075
217/400 [===============>..............] - ETA: 1:44 - loss: 0.1037 - dice_coefficient: 0.9240
Epoch 17: loss did not improve from 0.05075
218/400 [===============>..............] - ETA: 1:44 - loss: 0.1040 - dice_coefficient: 0.9237
Epoch 17: loss did not improve from 0.05075
219/400 [===============>..............] - ETA: 1:43 - loss: 0.1038 - dice_coefficient: 0.9238
Epoch 17: loss did not improve from 0.05075
220/400 [===============>..............] - ETA: 1:43 - loss: 0.1036 - dice_coefficient: 0.9240
Epoch 17: loss did not improve from 0.05075
221/400 [===============>..............] - ETA: 1:42 - loss: 0.1034 - dice_coefficient: 0.9241
Epoch 17: loss did not improve from 0.05075
222/400 [===============>..............] - ETA: 1:41 - loss: 0.1031 - dice_coefficient: 0.9244
Epoch 17: loss did not improve from 0.05075
223/400 [===============>..............] - ETA: 1:41 - loss: 0.1030 - dice_coefficient: 0.9244
Epoch 17: loss did not improve from 0.05075
224/400 [===============>..............] - ETA: 1:40 - loss: 0.1027 - dice_coefficient: 0.9246
Epoch 17: loss did not improve from 0.05075
225/400 [===============>..............] - ETA: 1:40 - loss: 0.1025 - dice_coefficient: 0.9248
Epoch 17: loss did not improve from 0.05075
226/400 [===============>..............] - ETA: 1:39 - loss: 0.1023 - dice_coefficient: 0.9250
Epoch 17: loss did not improve from 0.05075
227/400 [================>.............] - ETA: 1:39 - loss: 0.1021 - dice_coefficient: 0.9252
Epoch 17: loss did not improve from 0.05075
228/400 [================>.............] - ETA: 1:38 - loss: 0.1019 - dice_coefficient: 0.9254
Epoch 17: loss did not improve from 0.05075
229/400 [================>.............] - ETA: 1:37 - loss: 0.1021 - dice_coefficient: 0.9252
Epoch 17: loss did not improve from 0.05075
230/400 [================>.............] - ETA: 1:37 - loss: 0.1019 - dice_coefficient: 0.9253
Epoch 17: loss did not improve from 0.05075
231/400 [================>.............] - ETA: 1:36 - loss: 0.1019 - dice_coefficient: 0.9253
Epoch 17: loss did not improve from 0.05075
232/400 [================>.............] - ETA: 1:36 - loss: 0.1017 - dice_coefficient: 0.9255
Epoch 17: loss did not improve from 0.05075
233/400 [================>.............] - ETA: 1:35 - loss: 0.1015 - dice_coefficient: 0.9255
Epoch 17: loss did not improve from 0.05075
234/400 [================>.............] - ETA: 1:34 - loss: 0.1012 - dice_coefficient: 0.9257
Epoch 17: loss did not improve from 0.05075
235/400 [================>.............] - ETA: 1:34 - loss: 0.1009 - dice_coefficient: 0.9260
Epoch 17: loss did not improve from 0.05075
236/400 [================>.............] - ETA: 1:33 - loss: 0.1007 - dice_coefficient: 0.9262
Epoch 17: loss did not improve from 0.05075
237/400 [================>.............] - ETA: 1:33 - loss: 0.1006 - dice_coefficient: 0.9263
Epoch 17: loss did not improve from 0.05075
238/400 [================>.............] - ETA: 1:32 - loss: 0.1004 - dice_coefficient: 0.9265
Epoch 17: loss did not improve from 0.05075
239/400 [================>.............] - ETA: 1:32 - loss: 0.1005 - dice_coefficient: 0.9265
Epoch 17: loss did not improve from 0.05075
240/400 [=================>............] - ETA: 1:31 - loss: 0.1003 - dice_coefficient: 0.9266
Epoch 17: loss did not improve from 0.05075
241/400 [=================>............] - ETA: 1:31 - loss: 0.1003 - dice_coefficient: 0.9267
Epoch 17: loss did not improve from 0.05075
242/400 [=================>............] - ETA: 1:30 - loss: 0.1003 - dice_coefficient: 0.9266
Epoch 17: loss did not improve from 0.05075
243/400 [=================>............] - ETA: 1:29 - loss: 0.1001 - dice_coefficient: 0.9267
Epoch 17: loss did not improve from 0.05075
244/400 [=================>............] - ETA: 1:29 - loss: 0.0999 - dice_coefficient: 0.9268
Epoch 17: loss did not improve from 0.05075
245/400 [=================>............] - ETA: 1:28 - loss: 0.0997 - dice_coefficient: 0.9270
Epoch 17: loss did not improve from 0.05075
246/400 [=================>............] - ETA: 1:28 - loss: 0.0994 - dice_coefficient: 0.9272
Epoch 17: loss did not improve from 0.05075
247/400 [=================>............] - ETA: 1:27 - loss: 0.0995 - dice_coefficient: 0.9271
Epoch 17: loss did not improve from 0.05075
248/400 [=================>............] - ETA: 1:27 - loss: 0.0992 - dice_coefficient: 0.9273
Epoch 17: loss did not improve from 0.05075
249/400 [=================>............] - ETA: 1:26 - loss: 0.0990 - dice_coefficient: 0.9274
Epoch 17: loss did not improve from 0.05075
250/400 [=================>............] - ETA: 1:26 - loss: 0.0989 - dice_coefficient: 0.9275
Epoch 17: loss did not improve from 0.05075
251/400 [=================>............] - ETA: 1:25 - loss: 0.0988 - dice_coefficient: 0.9277
Epoch 17: loss did not improve from 0.05075
252/400 [=================>............] - ETA: 1:24 - loss: 0.0987 - dice_coefficient: 0.9278
Epoch 17: loss did not improve from 0.05075
253/400 [=================>............] - ETA: 1:24 - loss: 0.0986 - dice_coefficient: 0.9279
Epoch 17: loss did not improve from 0.05075
254/400 [==================>...........] - ETA: 1:23 - loss: 0.0984 - dice_coefficient: 0.9281
Epoch 17: loss did not improve from 0.05075
255/400 [==================>...........] - ETA: 1:23 - loss: 0.0984 - dice_coefficient: 0.9280
Epoch 17: loss did not improve from 0.05075
256/400 [==================>...........] - ETA: 1:22 - loss: 0.0984 - dice_coefficient: 0.9281
Epoch 17: loss did not improve from 0.05075
257/400 [==================>...........] - ETA: 1:22 - loss: 0.0984 - dice_coefficient: 0.9282
Epoch 17: loss did not improve from 0.05075
258/400 [==================>...........] - ETA: 1:21 - loss: 0.0982 - dice_coefficient: 0.9282
Epoch 17: loss did not improve from 0.05075
259/400 [==================>...........] - ETA: 1:20 - loss: 0.0990 - dice_coefficient: 0.9277
Epoch 17: loss did not improve from 0.05075
260/400 [==================>...........] - ETA: 1:20 - loss: 0.0989 - dice_coefficient: 0.9277
Epoch 17: loss did not improve from 0.05075
261/400 [==================>...........] - ETA: 1:19 - loss: 0.0989 - dice_coefficient: 0.9278
Epoch 17: loss did not improve from 0.05075
262/400 [==================>...........] - ETA: 1:19 - loss: 0.1603 - dice_coefficient: 0.9243
Epoch 17: loss did not improve from 0.05075
263/400 [==================>...........] - ETA: 1:18 - loss: 0.1598 - dice_coefficient: 0.9245
Epoch 17: loss did not improve from 0.05075
264/400 [==================>...........] - ETA: 1:18 - loss: 0.1595 - dice_coefficient: 0.9246
Epoch 17: loss did not improve from 0.05075
265/400 [==================>...........] - ETA: 1:17 - loss: 0.1598 - dice_coefficient: 0.9241
Epoch 17: loss did not improve from 0.05075
266/400 [==================>...........] - ETA: 1:16 - loss: 0.1599 - dice_coefficient: 0.9238
Epoch 17: loss did not improve from 0.05075
267/400 [===================>..........] - ETA: 1:16 - loss: 0.1597 - dice_coefficient: 0.9237
Epoch 17: loss did not improve from 0.05075
268/400 [===================>..........] - ETA: 1:15 - loss: 0.1593 - dice_coefficient: 0.9239
Epoch 17: loss did not improve from 0.05075
269/400 [===================>..........] - ETA: 1:15 - loss: 0.1589 - dice_coefficient: 0.9241
Epoch 17: loss did not improve from 0.05075
270/400 [===================>..........] - ETA: 1:14 - loss: 0.1587 - dice_coefficient: 0.9241
Epoch 17: loss did not improve from 0.05075
271/400 [===================>..........] - ETA: 1:14 - loss: 0.1582 - dice_coefficient: 0.9243
Epoch 17: loss did not improve from 0.05075
272/400 [===================>..........] - ETA: 1:13 - loss: 0.1580 - dice_coefficient: 0.9243
Epoch 17: loss did not improve from 0.05075
273/400 [===================>..........] - ETA: 1:12 - loss: 0.1578 - dice_coefficient: 0.9243
Epoch 17: loss did not improve from 0.05075
274/400 [===================>..........] - ETA: 1:12 - loss: 0.1575 - dice_coefficient: 0.9245
Epoch 17: loss did not improve from 0.05075
275/400 [===================>..........] - ETA: 1:11 - loss: 0.1571 - dice_coefficient: 0.9246
Epoch 17: loss did not improve from 0.05075
276/400 [===================>..........] - ETA: 1:11 - loss: 0.1566 - dice_coefficient: 0.9248
Epoch 17: loss did not improve from 0.05075
277/400 [===================>..........] - ETA: 1:10 - loss: 0.1564 - dice_coefficient: 0.9250
Epoch 17: loss did not improve from 0.05075
278/400 [===================>..........] - ETA: 1:10 - loss: 0.1562 - dice_coefficient: 0.9248
Epoch 17: loss did not improve from 0.05075
279/400 [===================>..........] - ETA: 1:09 - loss: 0.1563 - dice_coefficient: 0.9246
Epoch 17: loss did not improve from 0.05075
280/400 [====================>.........] - ETA: 1:08 - loss: 0.1560 - dice_coefficient: 0.9247
Epoch 17: loss did not improve from 0.05075
281/400 [====================>.........] - ETA: 1:08 - loss: 0.1562 - dice_coefficient: 0.9243
Epoch 17: loss did not improve from 0.05075
282/400 [====================>.........] - ETA: 1:07 - loss: 0.1561 - dice_coefficient: 0.9244
Epoch 17: loss did not improve from 0.05075
283/400 [====================>.........] - ETA: 1:07 - loss: 0.1558 - dice_coefficient: 0.9244
Epoch 17: loss did not improve from 0.05075
284/400 [====================>.........] - ETA: 1:06 - loss: 0.1554 - dice_coefficient: 0.9246
Epoch 17: loss did not improve from 0.05075
285/400 [====================>.........] - ETA: 1:06 - loss: 0.1552 - dice_coefficient: 0.9246
Epoch 17: loss did not improve from 0.05075
286/400 [====================>.........] - ETA: 1:05 - loss: 0.1548 - dice_coefficient: 0.9247
Epoch 17: loss did not improve from 0.05075
287/400 [====================>.........] - ETA: 1:04 - loss: 0.1544 - dice_coefficient: 0.9249
Epoch 17: loss did not improve from 0.05075
288/400 [====================>.........] - ETA: 1:04 - loss: 0.1541 - dice_coefficient: 0.9250
Epoch 17: loss did not improve from 0.05075
289/400 [====================>.........] - ETA: 1:03 - loss: 0.1540 - dice_coefficient: 0.9250
Epoch 17: loss did not improve from 0.05075
290/400 [====================>.........] - ETA: 1:03 - loss: 0.1543 - dice_coefficient: 0.9246
Epoch 17: loss did not improve from 0.05075
291/400 [====================>.........] - ETA: 1:02 - loss: 0.1540 - dice_coefficient: 0.9247
Epoch 17: loss did not improve from 0.05075
292/400 [====================>.........] - ETA: 1:02 - loss: 0.1536 - dice_coefficient: 0.9248
Epoch 17: loss did not improve from 0.05075
293/400 [====================>.........] - ETA: 1:01 - loss: 0.1532 - dice_coefficient: 0.9250
Epoch 17: loss did not improve from 0.05075
294/400 [=====================>........] - ETA: 1:00 - loss: 0.1528 - dice_coefficient: 0.9252
Epoch 17: loss did not improve from 0.05075
295/400 [=====================>........] - ETA: 1:00 - loss: 0.1526 - dice_coefficient: 0.9253
Epoch 17: loss did not improve from 0.05075
296/400 [=====================>........] - ETA: 59s - loss: 0.1522 - dice_coefficient: 0.9254 
Epoch 17: loss did not improve from 0.05075
297/400 [=====================>........] - ETA: 59s - loss: 0.1519 - dice_coefficient: 0.9255
Epoch 17: loss did not improve from 0.05075
298/400 [=====================>........] - ETA: 58s - loss: 0.1518 - dice_coefficient: 0.9255
Epoch 17: loss did not improve from 0.05075
299/400 [=====================>........] - ETA: 57s - loss: 0.1521 - dice_coefficient: 0.9251
Epoch 17: loss did not improve from 0.05075
300/400 [=====================>........] - ETA: 57s - loss: 0.1519 - dice_coefficient: 0.9252
Epoch 17: loss did not improve from 0.05075
301/400 [=====================>........] - ETA: 56s - loss: 0.1515 - dice_coefficient: 0.9254
Epoch 17: loss did not improve from 0.05075
302/400 [=====================>........] - ETA: 56s - loss: 0.1512 - dice_coefficient: 0.9255
Epoch 17: loss did not improve from 0.05075
303/400 [=====================>........] - ETA: 55s - loss: 0.1508 - dice_coefficient: 0.9256
Epoch 17: loss did not improve from 0.05075
304/400 [=====================>........] - ETA: 55s - loss: 0.1505 - dice_coefficient: 0.9257
Epoch 17: loss did not improve from 0.05075
305/400 [=====================>........] - ETA: 54s - loss: 0.1502 - dice_coefficient: 0.9259
Epoch 17: loss did not improve from 0.05075
306/400 [=====================>........] - ETA: 53s - loss: 0.1501 - dice_coefficient: 0.9258
Epoch 17: loss did not improve from 0.05075
307/400 [======================>.......] - ETA: 53s - loss: 0.1498 - dice_coefficient: 0.9259
Epoch 17: loss did not improve from 0.05075
308/400 [======================>.......] - ETA: 52s - loss: 0.1495 - dice_coefficient: 0.9260
Epoch 17: loss did not improve from 0.05075
309/400 [======================>.......] - ETA: 52s - loss: 0.1493 - dice_coefficient: 0.9261
Epoch 17: loss did not improve from 0.05075
310/400 [======================>.......] - ETA: 51s - loss: 0.1490 - dice_coefficient: 0.9262
Epoch 17: loss did not improve from 0.05075
311/400 [======================>.......] - ETA: 51s - loss: 0.1487 - dice_coefficient: 0.9263
Epoch 17: loss did not improve from 0.05075
312/400 [======================>.......] - ETA: 50s - loss: 0.1484 - dice_coefficient: 0.9264
Epoch 17: loss did not improve from 0.05075
313/400 [======================>.......] - ETA: 49s - loss: 0.1482 - dice_coefficient: 0.9265
Epoch 17: loss did not improve from 0.05075
314/400 [======================>.......] - ETA: 49s - loss: 0.1479 - dice_coefficient: 0.9266
Epoch 17: loss did not improve from 0.05075
315/400 [======================>.......] - ETA: 48s - loss: 0.1477 - dice_coefficient: 0.9267
Epoch 17: loss did not improve from 0.05075
316/400 [======================>.......] - ETA: 48s - loss: 0.1475 - dice_coefficient: 0.9267
Epoch 17: loss did not improve from 0.05075
317/400 [======================>.......] - ETA: 47s - loss: 0.1475 - dice_coefficient: 0.9265
Epoch 17: loss did not improve from 0.05075
318/400 [======================>.......] - ETA: 47s - loss: 0.1473 - dice_coefficient: 0.9265
Epoch 17: loss did not improve from 0.05075
319/400 [======================>.......] - ETA: 46s - loss: 0.1471 - dice_coefficient: 0.9266
Epoch 17: loss did not improve from 0.05075
320/400 [=======================>......] - ETA: 45s - loss: 0.1469 - dice_coefficient: 0.9266
Epoch 17: loss did not improve from 0.05075
321/400 [=======================>......] - ETA: 45s - loss: 0.1466 - dice_coefficient: 0.9267
Epoch 17: loss did not improve from 0.05075
322/400 [=======================>......] - ETA: 44s - loss: 0.1464 - dice_coefficient: 0.9267
Epoch 17: loss did not improve from 0.05075
323/400 [=======================>......] - ETA: 44s - loss: 0.1463 - dice_coefficient: 0.9268
Epoch 17: loss did not improve from 0.05075
324/400 [=======================>......] - ETA: 43s - loss: 0.1462 - dice_coefficient: 0.9267
Epoch 17: loss did not improve from 0.05075
325/400 [=======================>......] - ETA: 43s - loss: 0.1458 - dice_coefficient: 0.9268
Epoch 17: loss did not improve from 0.05075
326/400 [=======================>......] - ETA: 42s - loss: 0.1458 - dice_coefficient: 0.9269
Epoch 17: loss did not improve from 0.05075
327/400 [=======================>......] - ETA: 41s - loss: 0.1456 - dice_coefficient: 0.9269
Epoch 17: loss did not improve from 0.05075
328/400 [=======================>......] - ETA: 41s - loss: 0.1454 - dice_coefficient: 0.9270
Epoch 17: loss did not improve from 0.05075
329/400 [=======================>......] - ETA: 40s - loss: 0.1451 - dice_coefficient: 0.9271
Epoch 17: loss did not improve from 0.05075
330/400 [=======================>......] - ETA: 40s - loss: 0.1449 - dice_coefficient: 0.9272
Epoch 17: loss did not improve from 0.05075
331/400 [=======================>......] - ETA: 39s - loss: 0.1448 - dice_coefficient: 0.9272
Epoch 17: loss did not improve from 0.05075
332/400 [=======================>......] - ETA: 39s - loss: 0.1456 - dice_coefficient: 0.9265
Epoch 17: loss did not improve from 0.05075
333/400 [=======================>......] - ETA: 38s - loss: 0.1453 - dice_coefficient: 0.9267
Epoch 17: loss did not improve from 0.05075
334/400 [========================>.....] - ETA: 37s - loss: 0.1453 - dice_coefficient: 0.9265
Epoch 17: loss did not improve from 0.05075
335/400 [========================>.....] - ETA: 37s - loss: 0.1451 - dice_coefficient: 0.9266
Epoch 17: loss did not improve from 0.05075
336/400 [========================>.....] - ETA: 36s - loss: 0.1448 - dice_coefficient: 0.9267
Epoch 17: loss did not improve from 0.05075
337/400 [========================>.....] - ETA: 36s - loss: 0.1446 - dice_coefficient: 0.9268
Epoch 17: loss did not improve from 0.05075
338/400 [========================>.....] - ETA: 35s - loss: 0.1444 - dice_coefficient: 0.9269
Epoch 17: loss did not improve from 0.05075
339/400 [========================>.....] - ETA: 35s - loss: 0.1442 - dice_coefficient: 0.9270
Epoch 17: loss did not improve from 0.05075
340/400 [========================>.....] - ETA: 34s - loss: 0.1438 - dice_coefficient: 0.9271
Epoch 17: loss did not improve from 0.05075
341/400 [========================>.....] - ETA: 33s - loss: 0.1436 - dice_coefficient: 0.9272
Epoch 17: loss did not improve from 0.05075
342/400 [========================>.....] - ETA: 33s - loss: 0.1434 - dice_coefficient: 0.9272
Epoch 17: loss did not improve from 0.05075
343/400 [========================>.....] - ETA: 32s - loss: 0.1432 - dice_coefficient: 0.9273
Epoch 17: loss did not improve from 0.05075
344/400 [========================>.....] - ETA: 32s - loss: 0.1432 - dice_coefficient: 0.9272
Epoch 17: loss did not improve from 0.05075
345/400 [========================>.....] - ETA: 31s - loss: 0.1430 - dice_coefficient: 0.9273
Epoch 17: loss did not improve from 0.05075
346/400 [========================>.....] - ETA: 30s - loss: 0.1427 - dice_coefficient: 0.9274
Epoch 17: loss did not improve from 0.05075
347/400 [=========================>....] - ETA: 30s - loss: 0.1424 - dice_coefficient: 0.9275
Epoch 17: loss did not improve from 0.05075
348/400 [=========================>....] - ETA: 29s - loss: 0.1422 - dice_coefficient: 0.9275
Epoch 17: loss did not improve from 0.05075
349/400 [=========================>....] - ETA: 29s - loss: 0.1422 - dice_coefficient: 0.9274
Epoch 17: loss did not improve from 0.05075
350/400 [=========================>....] - ETA: 28s - loss: 0.1419 - dice_coefficient: 0.9275
Epoch 17: loss did not improve from 0.05075
351/400 [=========================>....] - ETA: 28s - loss: 0.1416 - dice_coefficient: 0.9277
Epoch 17: loss did not improve from 0.05075
352/400 [=========================>....] - ETA: 27s - loss: 0.1413 - dice_coefficient: 0.9278
Epoch 17: loss did not improve from 0.05075
353/400 [=========================>....] - ETA: 26s - loss: 0.1412 - dice_coefficient: 0.9277
Epoch 17: loss did not improve from 0.05075
354/400 [=========================>....] - ETA: 26s - loss: 0.1410 - dice_coefficient: 0.9278
Epoch 17: loss did not improve from 0.05075
355/400 [=========================>....] - ETA: 25s - loss: 0.1409 - dice_coefficient: 0.9279
Epoch 17: loss did not improve from 0.05075
356/400 [=========================>....] - ETA: 25s - loss: 0.1407 - dice_coefficient: 0.9279
Epoch 17: loss did not improve from 0.05075
357/400 [=========================>....] - ETA: 24s - loss: 0.1406 - dice_coefficient: 0.9280
Epoch 17: loss did not improve from 0.05075
358/400 [=========================>....] - ETA: 24s - loss: 0.1403 - dice_coefficient: 0.9281
Epoch 17: loss did not improve from 0.05075
359/400 [=========================>....] - ETA: 23s - loss: 0.1407 - dice_coefficient: 0.9276
Epoch 17: loss did not improve from 0.05075
360/400 [==========================>...] - ETA: 22s - loss: 0.1406 - dice_coefficient: 0.9276
Epoch 17: loss did not improve from 0.05075
361/400 [==========================>...] - ETA: 22s - loss: 0.1404 - dice_coefficient: 0.9277
Epoch 17: loss did not improve from 0.05075
362/400 [==========================>...] - ETA: 21s - loss: 0.1404 - dice_coefficient: 0.9275
Epoch 17: loss did not improve from 0.05075
363/400 [==========================>...] - ETA: 21s - loss: 0.1402 - dice_coefficient: 0.9276
Epoch 17: loss did not improve from 0.05075
364/400 [==========================>...] - ETA: 20s - loss: 0.1400 - dice_coefficient: 0.9277
Epoch 17: loss did not improve from 0.05075
365/400 [==========================>...] - ETA: 20s - loss: 0.1399 - dice_coefficient: 0.9277
Epoch 17: loss did not improve from 0.05075
366/400 [==========================>...] - ETA: 19s - loss: 0.1398 - dice_coefficient: 0.9277
Epoch 17: loss did not improve from 0.05075
367/400 [==========================>...] - ETA: 18s - loss: 0.1395 - dice_coefficient: 0.9278
Epoch 17: loss did not improve from 0.05075
368/400 [==========================>...] - ETA: 18s - loss: 0.1395 - dice_coefficient: 0.9277
Epoch 17: loss did not improve from 0.05075
369/400 [==========================>...] - ETA: 17s - loss: 0.1393 - dice_coefficient: 0.9278
Epoch 17: loss did not improve from 0.05075
370/400 [==========================>...] - ETA: 17s - loss: 0.1392 - dice_coefficient: 0.9277
Epoch 17: loss did not improve from 0.05075
371/400 [==========================>...] - ETA: 16s - loss: 0.1390 - dice_coefficient: 0.9278
Epoch 17: loss did not improve from 0.05075
372/400 [==========================>...] - ETA: 16s - loss: 0.1391 - dice_coefficient: 0.9276
Epoch 17: loss did not improve from 0.05075
373/400 [==========================>...] - ETA: 15s - loss: 0.1388 - dice_coefficient: 0.9277
Epoch 17: loss did not improve from 0.05075
374/400 [===========================>..] - ETA: 14s - loss: 0.1387 - dice_coefficient: 0.9278
Epoch 17: loss did not improve from 0.05075
375/400 [===========================>..] - ETA: 14s - loss: 0.1386 - dice_coefficient: 0.9277
Epoch 17: loss did not improve from 0.05075
376/400 [===========================>..] - ETA: 13s - loss: 0.1383 - dice_coefficient: 0.9279
Epoch 17: loss did not improve from 0.05075
377/400 [===========================>..] - ETA: 13s - loss: 0.1381 - dice_coefficient: 0.9280
Epoch 17: loss did not improve from 0.05075
378/400 [===========================>..] - ETA: 12s - loss: 0.1379 - dice_coefficient: 0.9280
Epoch 17: loss did not improve from 0.05075
379/400 [===========================>..] - ETA: 12s - loss: 0.1377 - dice_coefficient: 0.9281
Epoch 17: loss did not improve from 0.05075
380/400 [===========================>..] - ETA: 11s - loss: 0.1379 - dice_coefficient: 0.9280
Epoch 17: loss did not improve from 0.05075
381/400 [===========================>..] - ETA: 10s - loss: 0.1377 - dice_coefficient: 0.9280
Epoch 17: loss did not improve from 0.05075
382/400 [===========================>..] - ETA: 10s - loss: 0.1375 - dice_coefficient: 0.9281
Epoch 17: loss did not improve from 0.05075
383/400 [===========================>..] - ETA: 9s - loss: 0.1374 - dice_coefficient: 0.9281 
Epoch 17: loss did not improve from 0.05075
384/400 [===========================>..] - ETA: 9s - loss: 0.1375 - dice_coefficient: 0.9279
Epoch 17: loss did not improve from 0.05075
385/400 [===========================>..] - ETA: 8s - loss: 0.1372 - dice_coefficient: 0.9280
Epoch 17: loss did not improve from 0.05075
386/400 [===========================>..] - ETA: 8s - loss: 0.1371 - dice_coefficient: 0.9281
Epoch 17: loss did not improve from 0.05075
387/400 [============================>.] - ETA: 7s - loss: 0.1369 - dice_coefficient: 0.9282
Epoch 17: loss did not improve from 0.05075
388/400 [============================>.] - ETA: 6s - loss: 0.1366 - dice_coefficient: 0.9283
Epoch 17: loss did not improve from 0.05075
389/400 [============================>.] - ETA: 6s - loss: 0.1364 - dice_coefficient: 0.9284
Epoch 17: loss did not improve from 0.05075
390/400 [============================>.] - ETA: 5s - loss: 0.1362 - dice_coefficient: 0.9285
Epoch 17: loss did not improve from 0.05075
391/400 [============================>.] - ETA: 5s - loss: 0.1360 - dice_coefficient: 0.9285
Epoch 17: loss did not improve from 0.05075
392/400 [============================>.] - ETA: 4s - loss: 0.1360 - dice_coefficient: 0.9286
Epoch 17: loss did not improve from 0.05075
393/400 [============================>.] - ETA: 4s - loss: 0.1363 - dice_coefficient: 0.9282
Epoch 17: loss did not improve from 0.05075
394/400 [============================>.] - ETA: 3s - loss: 0.1370 - dice_coefficient: 0.9276
Epoch 17: loss did not improve from 0.05075
395/400 [============================>.] - ETA: 2s - loss: 0.1370 - dice_coefficient: 0.9275
Epoch 17: loss did not improve from 0.05075
396/400 [============================>.] - ETA: 2s - loss: 0.1367 - dice_coefficient: 0.9276
Epoch 17: loss did not improve from 0.05075
397/400 [============================>.] - ETA: 1s - loss: 0.1365 - dice_coefficient: 0.9277
Epoch 17: loss did not improve from 0.05075
398/400 [============================>.] - ETA: 1s - loss: 0.1363 - dice_coefficient: 0.9278
Epoch 17: loss did not improve from 0.05075
399/400 [============================>.] - ETA: 0s - loss: 0.1364 - dice_coefficient: 0.9276
Epoch 17: loss did not improve from 0.05075
400/400 [==============================] - 231s 576ms/step - loss: 0.1363 - dice_coefficient: 0.9277 - val_loss: 0.6780 - val_dice_coefficient: 0.6685 - lr: 2.0000e-05
Epoch 18/30

Epoch 18: loss improved from 0.05075 to 0.03556, saving model to model-0.04.h5
  1/400 [..............................] - ETA: 4:47 - loss: 0.0356 - dice_coefficient: 0.9671
Epoch 18: loss did not improve from 0.03556
  2/400 [..............................] - ETA: 3:42 - loss: 0.0420 - dice_coefficient: 0.9626
Epoch 18: loss did not improve from 0.03556
  3/400 [..............................] - ETA: 3:48 - loss: 0.0532 - dice_coefficient: 0.9537
Epoch 18: loss did not improve from 0.03556
  4/400 [..............................] - ETA: 3:45 - loss: 0.0530 - dice_coefficient: 0.9553
Epoch 18: loss did not improve from 0.03556
  5/400 [..............................] - ETA: 3:45 - loss: 0.0543 - dice_coefficient: 0.9581
Epoch 18: loss did not improve from 0.03556
  6/400 [..............................] - ETA: 3:45 - loss: 0.0646 - dice_coefficient: 0.9576
Epoch 18: loss did not improve from 0.03556
  7/400 [..............................] - ETA: 3:43 - loss: 0.0583 - dice_coefficient: 0.9615
Epoch 18: loss did not improve from 0.03556
  8/400 [..............................] - ETA: 3:43 - loss: 0.0549 - dice_coefficient: 0.9630
Epoch 18: loss did not improve from 0.03556
  9/400 [..............................] - ETA: 3:43 - loss: 0.0760 - dice_coefficient: 0.9456
Epoch 18: loss did not improve from 0.03556
 10/400 [..............................] - ETA: 3:42 - loss: 0.0762 - dice_coefficient: 0.9463
Epoch 18: loss did not improve from 0.03556
 11/400 [..............................] - ETA: 3:42 - loss: 0.0779 - dice_coefficient: 0.9436
Epoch 18: loss did not improve from 0.03556
 12/400 [..............................] - ETA: 3:41 - loss: 0.0766 - dice_coefficient: 0.9460
Epoch 18: loss did not improve from 0.03556
 13/400 [..............................] - ETA: 3:40 - loss: 0.0738 - dice_coefficient: 0.9476
Epoch 18: loss did not improve from 0.03556
 14/400 [>.............................] - ETA: 3:39 - loss: 0.0707 - dice_coefficient: 0.9501
Epoch 18: loss did not improve from 0.03556
 15/400 [>.............................] - ETA: 3:39 - loss: 0.0688 - dice_coefficient: 0.9517
Epoch 18: loss did not improve from 0.03556
 16/400 [>.............................] - ETA: 3:39 - loss: 0.0680 - dice_coefficient: 0.9516
Epoch 18: loss did not improve from 0.03556
 17/400 [>.............................] - ETA: 3:38 - loss: 0.0724 - dice_coefficient: 0.9486
Epoch 18: loss did not improve from 0.03556
 18/400 [>.............................] - ETA: 3:37 - loss: 0.0789 - dice_coefficient: 0.9421
Epoch 18: loss did not improve from 0.03556
 19/400 [>.............................] - ETA: 3:37 - loss: 0.0763 - dice_coefficient: 0.9441
Epoch 18: loss did not improve from 0.03556
 20/400 [>.............................] - ETA: 3:36 - loss: 0.0748 - dice_coefficient: 0.9448
Epoch 18: loss did not improve from 0.03556
 21/400 [>.............................] - ETA: 3:36 - loss: 0.0764 - dice_coefficient: 0.9429
Epoch 18: loss did not improve from 0.03556
 22/400 [>.............................] - ETA: 3:35 - loss: 0.0745 - dice_coefficient: 0.9443
Epoch 18: loss did not improve from 0.03556
 23/400 [>.............................] - ETA: 3:35 - loss: 0.0940 - dice_coefficient: 0.9298
Epoch 18: loss did not improve from 0.03556
 24/400 [>.............................] - ETA: 3:34 - loss: 0.0915 - dice_coefficient: 0.9315
Epoch 18: loss did not improve from 0.03556
 25/400 [>.............................] - ETA: 3:33 - loss: 0.0939 - dice_coefficient: 0.9293
Epoch 18: loss did not improve from 0.03556
 26/400 [>.............................] - ETA: 3:33 - loss: 0.0910 - dice_coefficient: 0.9316
Epoch 18: loss did not improve from 0.03556
 27/400 [=>............................] - ETA: 3:32 - loss: 0.0886 - dice_coefficient: 0.9336
Epoch 18: loss did not improve from 0.03556
 28/400 [=>............................] - ETA: 3:32 - loss: 0.0886 - dice_coefficient: 0.9336
Epoch 18: loss did not improve from 0.03556
 29/400 [=>............................] - ETA: 3:31 - loss: 0.0869 - dice_coefficient: 0.9349
Epoch 18: loss did not improve from 0.03556
 30/400 [=>............................] - ETA: 3:31 - loss: 0.0911 - dice_coefficient: 0.9312
Epoch 18: loss did not improve from 0.03556
 31/400 [=>............................] - ETA: 3:30 - loss: 0.0904 - dice_coefficient: 0.9320
Epoch 18: loss did not improve from 0.03556
 32/400 [=>............................] - ETA: 3:30 - loss: 0.0885 - dice_coefficient: 0.9335
Epoch 18: loss did not improve from 0.03556
 33/400 [=>............................] - ETA: 3:29 - loss: 0.0870 - dice_coefficient: 0.9348
Epoch 18: loss did not improve from 0.03556
 34/400 [=>............................] - ETA: 3:29 - loss: 0.0851 - dice_coefficient: 0.9363
Epoch 18: loss did not improve from 0.03556
 35/400 [=>............................] - ETA: 3:28 - loss: 0.0840 - dice_coefficient: 0.9373
Epoch 18: loss did not improve from 0.03556
 36/400 [=>............................] - ETA: 3:28 - loss: 0.0845 - dice_coefficient: 0.9368
Epoch 18: loss did not improve from 0.03556
 37/400 [=>............................] - ETA: 3:27 - loss: 0.0840 - dice_coefficient: 0.9372
Epoch 18: loss did not improve from 0.03556
 38/400 [=>............................] - ETA: 3:26 - loss: 0.0825 - dice_coefficient: 0.9383
Epoch 18: loss did not improve from 0.03556
 39/400 [=>............................] - ETA: 3:26 - loss: 0.0824 - dice_coefficient: 0.9385
Epoch 18: loss did not improve from 0.03556
 40/400 [==>...........................] - ETA: 3:25 - loss: 0.0838 - dice_coefficient: 0.9371
Epoch 18: loss did not improve from 0.03556
 41/400 [==>...........................] - ETA: 3:25 - loss: 0.0825 - dice_coefficient: 0.9381
Epoch 18: loss did not improve from 0.03556
 42/400 [==>...........................] - ETA: 3:24 - loss: 0.0817 - dice_coefficient: 0.9385
Epoch 18: loss did not improve from 0.03556
 43/400 [==>...........................] - ETA: 3:23 - loss: 0.0817 - dice_coefficient: 0.9388
Epoch 18: loss did not improve from 0.03556
 44/400 [==>...........................] - ETA: 3:23 - loss: 0.0808 - dice_coefficient: 0.9395
Epoch 18: loss did not improve from 0.03556
 45/400 [==>...........................] - ETA: 3:22 - loss: 0.0799 - dice_coefficient: 0.9402
Epoch 18: loss did not improve from 0.03556
 46/400 [==>...........................] - ETA: 3:22 - loss: 0.0792 - dice_coefficient: 0.9407
Epoch 18: loss did not improve from 0.03556
 47/400 [==>...........................] - ETA: 3:21 - loss: 0.0810 - dice_coefficient: 0.9389
Epoch 18: loss did not improve from 0.03556
 48/400 [==>...........................] - ETA: 3:21 - loss: 0.0798 - dice_coefficient: 0.9398
Epoch 18: loss did not improve from 0.03556
 49/400 [==>...........................] - ETA: 3:20 - loss: 0.0789 - dice_coefficient: 0.9406
Epoch 18: loss did not improve from 0.03556
 50/400 [==>...........................] - ETA: 3:19 - loss: 0.0778 - dice_coefficient: 0.9414
Epoch 18: loss did not improve from 0.03556
 51/400 [==>...........................] - ETA: 3:19 - loss: 0.0773 - dice_coefficient: 0.9418
Epoch 18: loss did not improve from 0.03556
 52/400 [==>...........................] - ETA: 3:18 - loss: 0.0767 - dice_coefficient: 0.9423
Epoch 18: loss did not improve from 0.03556
 53/400 [==>...........................] - ETA: 3:18 - loss: 0.0756 - dice_coefficient: 0.9431
Epoch 18: loss did not improve from 0.03556
 54/400 [===>..........................] - ETA: 3:17 - loss: 0.0761 - dice_coefficient: 0.9427
Epoch 18: loss did not improve from 0.03556
 55/400 [===>..........................] - ETA: 3:17 - loss: 0.0756 - dice_coefficient: 0.9432
Epoch 18: loss did not improve from 0.03556
 56/400 [===>..........................] - ETA: 3:16 - loss: 0.0747 - dice_coefficient: 0.9439
Epoch 18: loss did not improve from 0.03556
 57/400 [===>..........................] - ETA: 3:15 - loss: 0.0762 - dice_coefficient: 0.9434
Epoch 18: loss did not improve from 0.03556
 58/400 [===>..........................] - ETA: 3:15 - loss: 0.0758 - dice_coefficient: 0.9440
Epoch 18: loss did not improve from 0.03556
 59/400 [===>..........................] - ETA: 3:14 - loss: 0.0778 - dice_coefficient: 0.9421
Epoch 18: loss did not improve from 0.03556
 60/400 [===>..........................] - ETA: 3:14 - loss: 0.0783 - dice_coefficient: 0.9418
Epoch 18: loss did not improve from 0.03556
 61/400 [===>..........................] - ETA: 3:13 - loss: 0.0775 - dice_coefficient: 0.9424
Epoch 18: loss did not improve from 0.03556
 62/400 [===>..........................] - ETA: 3:13 - loss: 0.0776 - dice_coefficient: 0.9427
Epoch 18: loss did not improve from 0.03556
 63/400 [===>..........................] - ETA: 3:12 - loss: 0.0793 - dice_coefficient: 0.9411
Epoch 18: loss did not improve from 0.03556
 64/400 [===>..........................] - ETA: 3:11 - loss: 0.0789 - dice_coefficient: 0.9416
Epoch 18: loss did not improve from 0.03556
 65/400 [===>..........................] - ETA: 3:11 - loss: 0.0783 - dice_coefficient: 0.9421
Epoch 18: loss did not improve from 0.03556
 66/400 [===>..........................] - ETA: 3:10 - loss: 0.0780 - dice_coefficient: 0.9423
Epoch 18: loss did not improve from 0.03556
 67/400 [====>.........................] - ETA: 3:10 - loss: 0.0774 - dice_coefficient: 0.9428
Epoch 18: loss did not improve from 0.03556
 68/400 [====>.........................] - ETA: 3:09 - loss: 0.0772 - dice_coefficient: 0.9428
Epoch 18: loss did not improve from 0.03556
 69/400 [====>.........................] - ETA: 3:08 - loss: 0.0764 - dice_coefficient: 0.9434
Epoch 18: loss did not improve from 0.03556
 70/400 [====>.........................] - ETA: 3:08 - loss: 0.0758 - dice_coefficient: 0.9438
Epoch 18: loss did not improve from 0.03556
 71/400 [====>.........................] - ETA: 3:07 - loss: 0.0759 - dice_coefficient: 0.9437
Epoch 18: loss did not improve from 0.03556
 72/400 [====>.........................] - ETA: 3:07 - loss: 0.0756 - dice_coefficient: 0.9440
Epoch 18: loss did not improve from 0.03556
 73/400 [====>.........................] - ETA: 3:06 - loss: 0.0751 - dice_coefficient: 0.9445
Epoch 18: loss did not improve from 0.03556
 74/400 [====>.........................] - ETA: 3:06 - loss: 0.0754 - dice_coefficient: 0.9441
Epoch 18: loss did not improve from 0.03556
 75/400 [====>.........................] - ETA: 3:05 - loss: 0.0750 - dice_coefficient: 0.9445
Epoch 18: loss did not improve from 0.03556
 76/400 [====>.........................] - ETA: 3:05 - loss: 0.0743 - dice_coefficient: 0.9449
Epoch 18: loss did not improve from 0.03556
 77/400 [====>.........................] - ETA: 3:04 - loss: 0.0736 - dice_coefficient: 0.9454
Epoch 18: loss did not improve from 0.03556
 78/400 [====>.........................] - ETA: 3:03 - loss: 0.0734 - dice_coefficient: 0.9455
Epoch 18: loss did not improve from 0.03556
 79/400 [====>.........................] - ETA: 3:03 - loss: 0.0735 - dice_coefficient: 0.9453
Epoch 18: loss did not improve from 0.03556
 80/400 [=====>........................] - ETA: 3:02 - loss: 0.0730 - dice_coefficient: 0.9458
Epoch 18: loss did not improve from 0.03556
 81/400 [=====>........................] - ETA: 3:02 - loss: 0.0738 - dice_coefficient: 0.9450
Epoch 18: loss did not improve from 0.03556
 82/400 [=====>........................] - ETA: 3:01 - loss: 0.0736 - dice_coefficient: 0.9452
Epoch 18: loss did not improve from 0.03556
 83/400 [=====>........................] - ETA: 3:01 - loss: 0.0735 - dice_coefficient: 0.9452
Epoch 18: loss did not improve from 0.03556
 84/400 [=====>........................] - ETA: 3:00 - loss: 0.0739 - dice_coefficient: 0.9447
Epoch 18: loss did not improve from 0.03556
 85/400 [=====>........................] - ETA: 2:59 - loss: 0.0736 - dice_coefficient: 0.9451
Epoch 18: loss did not improve from 0.03556
 86/400 [=====>........................] - ETA: 2:59 - loss: 0.0787 - dice_coefficient: 0.9413
Epoch 18: loss did not improve from 0.03556
 87/400 [=====>........................] - ETA: 2:58 - loss: 0.0780 - dice_coefficient: 0.9418
Epoch 18: loss did not improve from 0.03556
 88/400 [=====>........................] - ETA: 2:58 - loss: 0.0779 - dice_coefficient: 0.9421
Epoch 18: loss did not improve from 0.03556
 89/400 [=====>........................] - ETA: 2:57 - loss: 0.0779 - dice_coefficient: 0.9421
Epoch 18: loss did not improve from 0.03556
 90/400 [=====>........................] - ETA: 2:57 - loss: 0.0775 - dice_coefficient: 0.9426
Epoch 18: loss did not improve from 0.03556
 91/400 [=====>........................] - ETA: 2:56 - loss: 0.0773 - dice_coefficient: 0.9427
Epoch 18: loss did not improve from 0.03556
 92/400 [=====>........................] - ETA: 2:55 - loss: 0.0768 - dice_coefficient: 0.9431
Epoch 18: loss did not improve from 0.03556
 93/400 [=====>........................] - ETA: 2:55 - loss: 0.0763 - dice_coefficient: 0.9435
Epoch 18: loss did not improve from 0.03556
 94/400 [======>.......................] - ETA: 2:54 - loss: 0.0784 - dice_coefficient: 0.9416
Epoch 18: loss did not improve from 0.03556
 95/400 [======>.......................] - ETA: 2:54 - loss: 0.0781 - dice_coefficient: 0.9419
Epoch 18: loss did not improve from 0.03556
 96/400 [======>.......................] - ETA: 2:53 - loss: 0.0775 - dice_coefficient: 0.9422
Epoch 18: loss did not improve from 0.03556
 97/400 [======>.......................] - ETA: 2:53 - loss: 0.0770 - dice_coefficient: 0.9426
Epoch 18: loss did not improve from 0.03556
 98/400 [======>.......................] - ETA: 2:52 - loss: 0.0768 - dice_coefficient: 0.9427
Epoch 18: loss did not improve from 0.03556
 99/400 [======>.......................] - ETA: 2:52 - loss: 0.0773 - dice_coefficient: 0.9421
Epoch 18: loss did not improve from 0.03556
100/400 [======>.......................] - ETA: 2:51 - loss: 0.0767 - dice_coefficient: 0.9426
Epoch 18: loss did not improve from 0.03556
101/400 [======>.......................] - ETA: 2:51 - loss: 0.0765 - dice_coefficient: 0.9427
Epoch 18: loss did not improve from 0.03556
102/400 [======>.......................] - ETA: 2:50 - loss: 0.0770 - dice_coefficient: 0.9423
Epoch 18: loss did not improve from 0.03556
103/400 [======>.......................] - ETA: 2:50 - loss: 0.0776 - dice_coefficient: 0.9416
Epoch 18: loss did not improve from 0.03556
104/400 [======>.......................] - ETA: 2:49 - loss: 0.0772 - dice_coefficient: 0.9418
Epoch 18: loss did not improve from 0.03556
105/400 [======>.......................] - ETA: 2:49 - loss: 0.0770 - dice_coefficient: 0.9420
Epoch 18: loss did not improve from 0.03556
106/400 [======>.......................] - ETA: 2:48 - loss: 0.0767 - dice_coefficient: 0.9423
Epoch 18: loss did not improve from 0.03556
107/400 [=======>......................] - ETA: 2:48 - loss: 0.0765 - dice_coefficient: 0.9425
Epoch 18: loss did not improve from 0.03556
108/400 [=======>......................] - ETA: 2:47 - loss: 0.0760 - dice_coefficient: 0.9429
Epoch 18: loss did not improve from 0.03556
109/400 [=======>......................] - ETA: 2:46 - loss: 0.0755 - dice_coefficient: 0.9433
Epoch 18: loss did not improve from 0.03556
110/400 [=======>......................] - ETA: 2:46 - loss: 0.0765 - dice_coefficient: 0.9425
Epoch 18: loss did not improve from 0.03556
111/400 [=======>......................] - ETA: 2:45 - loss: 0.0760 - dice_coefficient: 0.9428
Epoch 18: loss did not improve from 0.03556
112/400 [=======>......................] - ETA: 2:45 - loss: 0.0769 - dice_coefficient: 0.9420
Epoch 18: loss did not improve from 0.03556
113/400 [=======>......................] - ETA: 2:44 - loss: 0.0768 - dice_coefficient: 0.9420
Epoch 18: loss did not improve from 0.03556
114/400 [=======>......................] - ETA: 2:44 - loss: 0.0765 - dice_coefficient: 0.9422
Epoch 18: loss did not improve from 0.03556
115/400 [=======>......................] - ETA: 2:43 - loss: 0.0765 - dice_coefficient: 0.9421
Epoch 18: loss did not improve from 0.03556
116/400 [=======>......................] - ETA: 2:43 - loss: 0.0765 - dice_coefficient: 0.9421
Epoch 18: loss did not improve from 0.03556
117/400 [=======>......................] - ETA: 2:42 - loss: 0.0761 - dice_coefficient: 0.9424
Epoch 18: loss did not improve from 0.03556
118/400 [=======>......................] - ETA: 2:41 - loss: 0.0761 - dice_coefficient: 0.9424
Epoch 18: loss did not improve from 0.03556
119/400 [=======>......................] - ETA: 2:41 - loss: 0.0758 - dice_coefficient: 0.9426
Epoch 18: loss did not improve from 0.03556
120/400 [========>.....................] - ETA: 2:40 - loss: 0.0755 - dice_coefficient: 0.9429
Epoch 18: loss did not improve from 0.03556
121/400 [========>.....................] - ETA: 2:40 - loss: 0.0755 - dice_coefficient: 0.9431
Epoch 18: loss did not improve from 0.03556
122/400 [========>.....................] - ETA: 2:39 - loss: 0.0752 - dice_coefficient: 0.9433
Epoch 18: loss did not improve from 0.03556
123/400 [========>.....................] - ETA: 2:38 - loss: 0.0753 - dice_coefficient: 0.9432
Epoch 18: loss did not improve from 0.03556
124/400 [========>.....................] - ETA: 2:38 - loss: 0.0750 - dice_coefficient: 0.9434
Epoch 18: loss did not improve from 0.03556
125/400 [========>.....................] - ETA: 2:37 - loss: 0.0750 - dice_coefficient: 0.9433
Epoch 18: loss did not improve from 0.03556
126/400 [========>.....................] - ETA: 2:37 - loss: 0.0752 - dice_coefficient: 0.9434
Epoch 18: loss did not improve from 0.03556
127/400 [========>.....................] - ETA: 2:36 - loss: 0.0757 - dice_coefficient: 0.9431
Epoch 18: loss did not improve from 0.03556
128/400 [========>.....................] - ETA: 2:36 - loss: 0.0753 - dice_coefficient: 0.9434
Epoch 18: loss did not improve from 0.03556
129/400 [========>.....................] - ETA: 2:35 - loss: 0.0752 - dice_coefficient: 0.9435
Epoch 18: loss did not improve from 0.03556
130/400 [========>.....................] - ETA: 2:34 - loss: 0.0751 - dice_coefficient: 0.9435
Epoch 18: loss did not improve from 0.03556
131/400 [========>.....................] - ETA: 2:34 - loss: 0.0749 - dice_coefficient: 0.9437
Epoch 18: loss did not improve from 0.03556
132/400 [========>.....................] - ETA: 2:33 - loss: 0.0752 - dice_coefficient: 0.9434
Epoch 18: loss did not improve from 0.03556
133/400 [========>.....................] - ETA: 2:33 - loss: 0.0762 - dice_coefficient: 0.9425
Epoch 18: loss did not improve from 0.03556
134/400 [=========>....................] - ETA: 2:32 - loss: 0.0766 - dice_coefficient: 0.9421
Epoch 18: loss did not improve from 0.03556
135/400 [=========>....................] - ETA: 2:32 - loss: 0.0775 - dice_coefficient: 0.9413
Epoch 18: loss did not improve from 0.03556
136/400 [=========>....................] - ETA: 2:31 - loss: 0.0771 - dice_coefficient: 0.9416
Epoch 18: loss did not improve from 0.03556
137/400 [=========>....................] - ETA: 2:30 - loss: 0.0769 - dice_coefficient: 0.9418
Epoch 18: loss did not improve from 0.03556
138/400 [=========>....................] - ETA: 2:30 - loss: 0.0779 - dice_coefficient: 0.9408
Epoch 18: loss did not improve from 0.03556
139/400 [=========>....................] - ETA: 2:29 - loss: 0.0776 - dice_coefficient: 0.9411
Epoch 18: loss did not improve from 0.03556
140/400 [=========>....................] - ETA: 2:29 - loss: 0.0773 - dice_coefficient: 0.9413
Epoch 18: loss did not improve from 0.03556
141/400 [=========>....................] - ETA: 2:28 - loss: 0.0771 - dice_coefficient: 0.9415
Epoch 18: loss did not improve from 0.03556
142/400 [=========>....................] - ETA: 2:28 - loss: 0.0767 - dice_coefficient: 0.9418
Epoch 18: loss did not improve from 0.03556
143/400 [=========>....................] - ETA: 2:27 - loss: 0.0766 - dice_coefficient: 0.9419
Epoch 18: loss did not improve from 0.03556
144/400 [=========>....................] - ETA: 2:26 - loss: 0.0764 - dice_coefficient: 0.9420
Epoch 18: loss did not improve from 0.03556
145/400 [=========>....................] - ETA: 2:26 - loss: 0.0763 - dice_coefficient: 0.9421
Epoch 18: loss did not improve from 0.03556
146/400 [=========>....................] - ETA: 2:25 - loss: 0.0762 - dice_coefficient: 0.9422
Epoch 18: loss did not improve from 0.03556
147/400 [==========>...................] - ETA: 2:25 - loss: 0.0772 - dice_coefficient: 0.9414
Epoch 18: loss did not improve from 0.03556
148/400 [==========>...................] - ETA: 2:24 - loss: 0.0774 - dice_coefficient: 0.9411
Epoch 18: loss did not improve from 0.03556
149/400 [==========>...................] - ETA: 2:24 - loss: 0.0774 - dice_coefficient: 0.9411
Epoch 18: loss did not improve from 0.03556
150/400 [==========>...................] - ETA: 2:23 - loss: 0.0772 - dice_coefficient: 0.9413
Epoch 18: loss did not improve from 0.03556
151/400 [==========>...................] - ETA: 2:22 - loss: 0.0774 - dice_coefficient: 0.9412
Epoch 18: loss did not improve from 0.03556
152/400 [==========>...................] - ETA: 2:22 - loss: 0.0771 - dice_coefficient: 0.9414
Epoch 18: loss did not improve from 0.03556
153/400 [==========>...................] - ETA: 2:21 - loss: 0.0769 - dice_coefficient: 0.9417
Epoch 18: loss did not improve from 0.03556
154/400 [==========>...................] - ETA: 2:21 - loss: 0.0769 - dice_coefficient: 0.9418
Epoch 18: loss did not improve from 0.03556
155/400 [==========>...................] - ETA: 2:20 - loss: 0.0765 - dice_coefficient: 0.9421
Epoch 18: loss did not improve from 0.03556
156/400 [==========>...................] - ETA: 2:19 - loss: 0.0761 - dice_coefficient: 0.9423
Epoch 18: loss did not improve from 0.03556
157/400 [==========>...................] - ETA: 2:19 - loss: 0.0758 - dice_coefficient: 0.9426
Epoch 18: loss did not improve from 0.03556
158/400 [==========>...................] - ETA: 2:18 - loss: 0.0755 - dice_coefficient: 0.9428
Epoch 18: loss did not improve from 0.03556
159/400 [==========>...................] - ETA: 2:18 - loss: 0.0752 - dice_coefficient: 0.9430
Epoch 18: loss did not improve from 0.03556
160/400 [===========>..................] - ETA: 2:17 - loss: 0.0750 - dice_coefficient: 0.9432
Epoch 18: loss did not improve from 0.03556
161/400 [===========>..................] - ETA: 2:17 - loss: 0.0749 - dice_coefficient: 0.9433
Epoch 18: loss did not improve from 0.03556
162/400 [===========>..................] - ETA: 2:16 - loss: 0.0749 - dice_coefficient: 0.9432
Epoch 18: loss did not improve from 0.03556
163/400 [===========>..................] - ETA: 2:15 - loss: 0.0751 - dice_coefficient: 0.9430
Epoch 18: loss did not improve from 0.03556
164/400 [===========>..................] - ETA: 2:15 - loss: 0.0749 - dice_coefficient: 0.9431
Epoch 18: loss did not improve from 0.03556
165/400 [===========>..................] - ETA: 2:14 - loss: 0.0747 - dice_coefficient: 0.9433
Epoch 18: loss did not improve from 0.03556
166/400 [===========>..................] - ETA: 2:14 - loss: 0.0746 - dice_coefficient: 0.9434
Epoch 18: loss did not improve from 0.03556
167/400 [===========>..................] - ETA: 2:13 - loss: 0.0745 - dice_coefficient: 0.9435
Epoch 18: loss did not improve from 0.03556
168/400 [===========>..................] - ETA: 2:13 - loss: 0.0742 - dice_coefficient: 0.9437
Epoch 18: loss did not improve from 0.03556
169/400 [===========>..................] - ETA: 2:12 - loss: 0.0741 - dice_coefficient: 0.9439
Epoch 18: loss did not improve from 0.03556
170/400 [===========>..................] - ETA: 2:12 - loss: 0.0739 - dice_coefficient: 0.9441
Epoch 18: loss did not improve from 0.03556
171/400 [===========>..................] - ETA: 2:11 - loss: 0.0737 - dice_coefficient: 0.9442
Epoch 18: loss did not improve from 0.03556
172/400 [===========>..................] - ETA: 2:10 - loss: 0.0734 - dice_coefficient: 0.9445
Epoch 18: loss did not improve from 0.03556
173/400 [===========>..................] - ETA: 2:10 - loss: 0.0732 - dice_coefficient: 0.9446
Epoch 18: loss did not improve from 0.03556
174/400 [============>.................] - ETA: 2:09 - loss: 0.0731 - dice_coefficient: 0.9446
Epoch 18: loss did not improve from 0.03556
175/400 [============>.................] - ETA: 2:09 - loss: 0.0729 - dice_coefficient: 0.9448
Epoch 18: loss did not improve from 0.03556
176/400 [============>.................] - ETA: 2:08 - loss: 0.0732 - dice_coefficient: 0.9445
Epoch 18: loss did not improve from 0.03556
177/400 [============>.................] - ETA: 2:08 - loss: 0.0731 - dice_coefficient: 0.9447
Epoch 18: loss did not improve from 0.03556
178/400 [============>.................] - ETA: 2:07 - loss: 0.0731 - dice_coefficient: 0.9446
Epoch 18: loss did not improve from 0.03556
179/400 [============>.................] - ETA: 2:06 - loss: 0.0729 - dice_coefficient: 0.9448
Epoch 18: loss did not improve from 0.03556
180/400 [============>.................] - ETA: 2:06 - loss: 0.0726 - dice_coefficient: 0.9450
Epoch 18: loss did not improve from 0.03556
181/400 [============>.................] - ETA: 2:05 - loss: 0.0729 - dice_coefficient: 0.9447
Epoch 18: loss did not improve from 0.03556
182/400 [============>.................] - ETA: 2:05 - loss: 0.0726 - dice_coefficient: 0.9449
Epoch 18: loss did not improve from 0.03556
183/400 [============>.................] - ETA: 2:04 - loss: 0.0726 - dice_coefficient: 0.9450
Epoch 18: loss did not improve from 0.03556
184/400 [============>.................] - ETA: 2:03 - loss: 0.0728 - dice_coefficient: 0.9448
Epoch 18: loss did not improve from 0.03556
185/400 [============>.................] - ETA: 2:03 - loss: 0.0728 - dice_coefficient: 0.9448
Epoch 18: loss did not improve from 0.03556
186/400 [============>.................] - ETA: 2:02 - loss: 0.0727 - dice_coefficient: 0.9449
Epoch 18: loss did not improve from 0.03556
187/400 [=============>................] - ETA: 2:02 - loss: 0.0726 - dice_coefficient: 0.9450
Epoch 18: loss did not improve from 0.03556
188/400 [=============>................] - ETA: 2:01 - loss: 0.0725 - dice_coefficient: 0.9450
Epoch 18: loss did not improve from 0.03556
189/400 [=============>................] - ETA: 2:01 - loss: 0.0727 - dice_coefficient: 0.9449
Epoch 18: loss did not improve from 0.03556
190/400 [=============>................] - ETA: 2:00 - loss: 0.0725 - dice_coefficient: 0.9450
Epoch 18: loss did not improve from 0.03556
191/400 [=============>................] - ETA: 1:59 - loss: 0.0729 - dice_coefficient: 0.9448
Epoch 18: loss did not improve from 0.03556
192/400 [=============>................] - ETA: 1:59 - loss: 0.0729 - dice_coefficient: 0.9448
Epoch 18: loss did not improve from 0.03556
193/400 [=============>................] - ETA: 1:58 - loss: 0.0726 - dice_coefficient: 0.9451
Epoch 18: loss did not improve from 0.03556
194/400 [=============>................] - ETA: 1:58 - loss: 0.0728 - dice_coefficient: 0.9448
Epoch 18: loss did not improve from 0.03556
195/400 [=============>................] - ETA: 1:57 - loss: 0.0727 - dice_coefficient: 0.9449
Epoch 18: loss did not improve from 0.03556
196/400 [=============>................] - ETA: 1:57 - loss: 0.0728 - dice_coefficient: 0.9448
Epoch 18: loss did not improve from 0.03556
197/400 [=============>................] - ETA: 1:56 - loss: 0.0727 - dice_coefficient: 0.9449
Epoch 18: loss did not improve from 0.03556
198/400 [=============>................] - ETA: 1:55 - loss: 0.0737 - dice_coefficient: 0.9440
Epoch 18: loss did not improve from 0.03556
199/400 [=============>................] - ETA: 1:55 - loss: 0.1547 - dice_coefficient: 0.9393
Epoch 18: loss did not improve from 0.03556
200/400 [==============>...............] - ETA: 1:54 - loss: 0.1542 - dice_coefficient: 0.9394
Epoch 18: loss did not improve from 0.03556
201/400 [==============>...............] - ETA: 1:54 - loss: 0.1536 - dice_coefficient: 0.9396
Epoch 18: loss did not improve from 0.03556
202/400 [==============>...............] - ETA: 1:53 - loss: 0.1530 - dice_coefficient: 0.9398
Epoch 18: loss did not improve from 0.03556
203/400 [==============>...............] - ETA: 1:53 - loss: 0.1524 - dice_coefficient: 0.9399
Epoch 18: loss did not improve from 0.03556
204/400 [==============>...............] - ETA: 1:52 - loss: 0.1519 - dice_coefficient: 0.9400
Epoch 18: loss did not improve from 0.03556
205/400 [==============>...............] - ETA: 1:51 - loss: 0.1514 - dice_coefficient: 0.9402
Epoch 18: loss did not improve from 0.03556
206/400 [==============>...............] - ETA: 1:51 - loss: 0.1512 - dice_coefficient: 0.9402
Epoch 18: loss did not improve from 0.03556
207/400 [==============>...............] - ETA: 1:50 - loss: 0.1506 - dice_coefficient: 0.9404
Epoch 18: loss did not improve from 0.03556
208/400 [==============>...............] - ETA: 1:50 - loss: 0.1518 - dice_coefficient: 0.9392
Epoch 18: loss did not improve from 0.03556
209/400 [==============>...............] - ETA: 1:49 - loss: 0.1513 - dice_coefficient: 0.9393
Epoch 18: loss did not improve from 0.03556
210/400 [==============>...............] - ETA: 1:49 - loss: 0.1507 - dice_coefficient: 0.9396
Epoch 18: loss did not improve from 0.03556
211/400 [==============>...............] - ETA: 1:48 - loss: 0.1503 - dice_coefficient: 0.9396
Epoch 18: loss did not improve from 0.03556
212/400 [==============>...............] - ETA: 1:47 - loss: 0.1497 - dice_coefficient: 0.9398
Epoch 18: loss did not improve from 0.03556
213/400 [==============>...............] - ETA: 1:47 - loss: 0.1492 - dice_coefficient: 0.9399
Epoch 18: loss did not improve from 0.03556
214/400 [===============>..............] - ETA: 1:46 - loss: 0.1488 - dice_coefficient: 0.9400
Epoch 18: loss did not improve from 0.03556
215/400 [===============>..............] - ETA: 1:46 - loss: 0.1482 - dice_coefficient: 0.9402
Epoch 18: loss did not improve from 0.03556
216/400 [===============>..............] - ETA: 1:45 - loss: 0.1477 - dice_coefficient: 0.9404
Epoch 18: loss did not improve from 0.03556
217/400 [===============>..............] - ETA: 1:44 - loss: 0.1473 - dice_coefficient: 0.9405
Epoch 18: loss did not improve from 0.03556
218/400 [===============>..............] - ETA: 1:44 - loss: 0.1468 - dice_coefficient: 0.9407
Epoch 18: loss did not improve from 0.03556
219/400 [===============>..............] - ETA: 1:43 - loss: 0.1464 - dice_coefficient: 0.9407
Epoch 18: loss did not improve from 0.03556
220/400 [===============>..............] - ETA: 1:43 - loss: 0.1464 - dice_coefficient: 0.9406
Epoch 18: loss did not improve from 0.03556
221/400 [===============>..............] - ETA: 1:42 - loss: 0.1459 - dice_coefficient: 0.9408
Epoch 18: loss did not improve from 0.03556
222/400 [===============>..............] - ETA: 1:42 - loss: 0.1454 - dice_coefficient: 0.9409
Epoch 18: loss did not improve from 0.03556
223/400 [===============>..............] - ETA: 1:41 - loss: 0.1450 - dice_coefficient: 0.9410
Epoch 18: loss did not improve from 0.03556
224/400 [===============>..............] - ETA: 1:40 - loss: 0.1448 - dice_coefficient: 0.9411
Epoch 18: loss did not improve from 0.03556
225/400 [===============>..............] - ETA: 1:40 - loss: 0.1443 - dice_coefficient: 0.9413
Epoch 18: loss did not improve from 0.03556
226/400 [===============>..............] - ETA: 1:39 - loss: 0.1439 - dice_coefficient: 0.9414
Epoch 18: loss did not improve from 0.03556
227/400 [================>.............] - ETA: 1:39 - loss: 0.1436 - dice_coefficient: 0.9414
Epoch 18: loss did not improve from 0.03556
228/400 [================>.............] - ETA: 1:38 - loss: 0.1430 - dice_coefficient: 0.9416
Epoch 18: loss did not improve from 0.03556
229/400 [================>.............] - ETA: 1:38 - loss: 0.1429 - dice_coefficient: 0.9415
Epoch 18: loss did not improve from 0.03556
230/400 [================>.............] - ETA: 1:37 - loss: 0.1424 - dice_coefficient: 0.9416
Epoch 18: loss did not improve from 0.03556
231/400 [================>.............] - ETA: 1:36 - loss: 0.1420 - dice_coefficient: 0.9417
Epoch 18: loss did not improve from 0.03556
232/400 [================>.............] - ETA: 1:36 - loss: 0.1417 - dice_coefficient: 0.9418
Epoch 18: loss did not improve from 0.03556
233/400 [================>.............] - ETA: 1:35 - loss: 0.1418 - dice_coefficient: 0.9413
Epoch 18: loss did not improve from 0.03556
234/400 [================>.............] - ETA: 1:35 - loss: 0.1417 - dice_coefficient: 0.9412
Epoch 18: loss did not improve from 0.03556
235/400 [================>.............] - ETA: 1:34 - loss: 0.1412 - dice_coefficient: 0.9413
Epoch 18: loss did not improve from 0.03556
236/400 [================>.............] - ETA: 1:34 - loss: 0.1408 - dice_coefficient: 0.9414
Epoch 18: loss did not improve from 0.03556
237/400 [================>.............] - ETA: 1:33 - loss: 0.1404 - dice_coefficient: 0.9415
Epoch 18: loss did not improve from 0.03556
238/400 [================>.............] - ETA: 1:33 - loss: 0.1401 - dice_coefficient: 0.9416
Epoch 18: loss did not improve from 0.03556
239/400 [================>.............] - ETA: 1:32 - loss: 0.1397 - dice_coefficient: 0.9416
Epoch 18: loss did not improve from 0.03556
240/400 [=================>............] - ETA: 1:31 - loss: 0.1394 - dice_coefficient: 0.9417
Epoch 18: loss did not improve from 0.03556
241/400 [=================>............] - ETA: 1:31 - loss: 0.1392 - dice_coefficient: 0.9417
Epoch 18: loss did not improve from 0.03556
242/400 [=================>............] - ETA: 1:30 - loss: 0.1387 - dice_coefficient: 0.9419
Epoch 18: loss did not improve from 0.03556
243/400 [=================>............] - ETA: 1:30 - loss: 0.1384 - dice_coefficient: 0.9420
Epoch 18: loss did not improve from 0.03556
244/400 [=================>............] - ETA: 1:29 - loss: 0.1381 - dice_coefficient: 0.9420
Epoch 18: loss did not improve from 0.03556
245/400 [=================>............] - ETA: 1:29 - loss: 0.1376 - dice_coefficient: 0.9422
Epoch 18: loss did not improve from 0.03556
246/400 [=================>............] - ETA: 1:28 - loss: 0.1375 - dice_coefficient: 0.9422
Epoch 18: loss did not improve from 0.03556
247/400 [=================>............] - ETA: 1:27 - loss: 0.1371 - dice_coefficient: 0.9424
Epoch 18: loss did not improve from 0.03556
248/400 [=================>............] - ETA: 1:27 - loss: 0.1367 - dice_coefficient: 0.9425
Epoch 18: loss did not improve from 0.03556
249/400 [=================>............] - ETA: 1:26 - loss: 0.1362 - dice_coefficient: 0.9427
Epoch 18: loss did not improve from 0.03556
250/400 [=================>............] - ETA: 1:26 - loss: 0.1359 - dice_coefficient: 0.9428
Epoch 18: loss did not improve from 0.03556
251/400 [=================>............] - ETA: 1:25 - loss: 0.1356 - dice_coefficient: 0.9428
Epoch 18: loss did not improve from 0.03556
252/400 [=================>............] - ETA: 1:25 - loss: 0.1352 - dice_coefficient: 0.9430
Epoch 18: loss did not improve from 0.03556
253/400 [=================>............] - ETA: 1:24 - loss: 0.1351 - dice_coefficient: 0.9430
Epoch 18: loss did not improve from 0.03556
254/400 [==================>...........] - ETA: 1:23 - loss: 0.1348 - dice_coefficient: 0.9431
Epoch 18: loss did not improve from 0.03556
255/400 [==================>...........] - ETA: 1:23 - loss: 0.1345 - dice_coefficient: 0.9432
Epoch 18: loss did not improve from 0.03556
256/400 [==================>...........] - ETA: 1:22 - loss: 0.1352 - dice_coefficient: 0.9424
Epoch 18: loss did not improve from 0.03556
257/400 [==================>...........] - ETA: 1:22 - loss: 0.1349 - dice_coefficient: 0.9425
Epoch 18: loss did not improve from 0.03556
258/400 [==================>...........] - ETA: 1:21 - loss: 0.1346 - dice_coefficient: 0.9425
Epoch 18: loss did not improve from 0.03556
259/400 [==================>...........] - ETA: 1:21 - loss: 0.1346 - dice_coefficient: 0.9422
Epoch 18: loss did not improve from 0.03556
260/400 [==================>...........] - ETA: 1:20 - loss: 0.1344 - dice_coefficient: 0.9423
Epoch 18: loss did not improve from 0.03556
261/400 [==================>...........] - ETA: 1:19 - loss: 0.1340 - dice_coefficient: 0.9423
Epoch 18: loss did not improve from 0.03556
262/400 [==================>...........] - ETA: 1:19 - loss: 0.1337 - dice_coefficient: 0.9424
Epoch 18: loss did not improve from 0.03556
263/400 [==================>...........] - ETA: 1:18 - loss: 0.1334 - dice_coefficient: 0.9425
Epoch 18: loss did not improve from 0.03556
264/400 [==================>...........] - ETA: 1:18 - loss: 0.1331 - dice_coefficient: 0.9426
Epoch 18: loss did not improve from 0.03556
265/400 [==================>...........] - ETA: 1:17 - loss: 0.1327 - dice_coefficient: 0.9427
Epoch 18: loss did not improve from 0.03556
266/400 [==================>...........] - ETA: 1:17 - loss: 0.1329 - dice_coefficient: 0.9424
Epoch 18: loss did not improve from 0.03556
267/400 [===================>..........] - ETA: 1:16 - loss: 0.1325 - dice_coefficient: 0.9425
Epoch 18: loss did not improve from 0.03556
268/400 [===================>..........] - ETA: 1:15 - loss: 0.1323 - dice_coefficient: 0.9426
Epoch 18: loss did not improve from 0.03556
269/400 [===================>..........] - ETA: 1:15 - loss: 0.1320 - dice_coefficient: 0.9427
Epoch 18: loss did not improve from 0.03556
270/400 [===================>..........] - ETA: 1:14 - loss: 0.1317 - dice_coefficient: 0.9428
Epoch 18: loss did not improve from 0.03556
271/400 [===================>..........] - ETA: 1:14 - loss: 0.1314 - dice_coefficient: 0.9429
Epoch 18: loss did not improve from 0.03556
272/400 [===================>..........] - ETA: 1:13 - loss: 0.1312 - dice_coefficient: 0.9429
Epoch 18: loss did not improve from 0.03556
273/400 [===================>..........] - ETA: 1:12 - loss: 0.1309 - dice_coefficient: 0.9429
Epoch 18: loss did not improve from 0.03556
274/400 [===================>..........] - ETA: 1:12 - loss: 0.1312 - dice_coefficient: 0.9426
Epoch 18: loss did not improve from 0.03556
275/400 [===================>..........] - ETA: 1:11 - loss: 0.1315 - dice_coefficient: 0.9422
Epoch 18: loss did not improve from 0.03556
276/400 [===================>..........] - ETA: 1:11 - loss: 0.1314 - dice_coefficient: 0.9420
Epoch 18: loss did not improve from 0.03556
277/400 [===================>..........] - ETA: 1:10 - loss: 0.1322 - dice_coefficient: 0.9412
Epoch 18: loss did not improve from 0.03556
278/400 [===================>..........] - ETA: 1:10 - loss: 0.1318 - dice_coefficient: 0.9414
Epoch 18: loss did not improve from 0.03556
279/400 [===================>..........] - ETA: 1:09 - loss: 0.1315 - dice_coefficient: 0.9415
Epoch 18: loss did not improve from 0.03556
280/400 [====================>.........] - ETA: 1:08 - loss: 0.1312 - dice_coefficient: 0.9416
Epoch 18: loss did not improve from 0.03556
281/400 [====================>.........] - ETA: 1:08 - loss: 0.1312 - dice_coefficient: 0.9414
Epoch 18: loss did not improve from 0.03556
282/400 [====================>.........] - ETA: 1:07 - loss: 0.1310 - dice_coefficient: 0.9414
Epoch 18: loss did not improve from 0.03556
283/400 [====================>.........] - ETA: 1:07 - loss: 0.1307 - dice_coefficient: 0.9415
Epoch 18: loss did not improve from 0.03556
284/400 [====================>.........] - ETA: 1:06 - loss: 0.1304 - dice_coefficient: 0.9416
Epoch 18: loss did not improve from 0.03556
285/400 [====================>.........] - ETA: 1:06 - loss: 0.1306 - dice_coefficient: 0.9412
Epoch 18: loss did not improve from 0.03556
286/400 [====================>.........] - ETA: 1:05 - loss: 0.1305 - dice_coefficient: 0.9412
Epoch 18: loss did not improve from 0.03556
287/400 [====================>.........] - ETA: 1:04 - loss: 0.1302 - dice_coefficient: 0.9413
Epoch 18: loss did not improve from 0.03556
288/400 [====================>.........] - ETA: 1:04 - loss: 0.1301 - dice_coefficient: 0.9413
Epoch 18: loss did not improve from 0.03556
289/400 [====================>.........] - ETA: 1:03 - loss: 0.1306 - dice_coefficient: 0.9407
Epoch 18: loss did not improve from 0.03556
290/400 [====================>.........] - ETA: 1:03 - loss: 0.1302 - dice_coefficient: 0.9408
Epoch 18: loss did not improve from 0.03556
291/400 [====================>.........] - ETA: 1:02 - loss: 0.1304 - dice_coefficient: 0.9405
Epoch 18: loss did not improve from 0.03556
292/400 [====================>.........] - ETA: 1:02 - loss: 0.1301 - dice_coefficient: 0.9406
Epoch 18: loss did not improve from 0.03556
293/400 [====================>.........] - ETA: 1:01 - loss: 0.1300 - dice_coefficient: 0.9405
Epoch 18: loss did not improve from 0.03556
294/400 [=====================>........] - ETA: 1:00 - loss: 0.1296 - dice_coefficient: 0.9407
Epoch 18: loss did not improve from 0.03556
295/400 [=====================>........] - ETA: 1:00 - loss: 0.1294 - dice_coefficient: 0.9407
Epoch 18: loss did not improve from 0.03556
296/400 [=====================>........] - ETA: 59s - loss: 0.1292 - dice_coefficient: 0.9408 
Epoch 18: loss did not improve from 0.03556
297/400 [=====================>........] - ETA: 59s - loss: 0.1289 - dice_coefficient: 0.9409
Epoch 18: loss did not improve from 0.03556
298/400 [=====================>........] - ETA: 58s - loss: 0.1286 - dice_coefficient: 0.9410
Epoch 18: loss did not improve from 0.03556
299/400 [=====================>........] - ETA: 58s - loss: 0.1284 - dice_coefficient: 0.9410
Epoch 18: loss did not improve from 0.03556
300/400 [=====================>........] - ETA: 57s - loss: 0.1284 - dice_coefficient: 0.9409
Epoch 18: loss did not improve from 0.03556
301/400 [=====================>........] - ETA: 56s - loss: 0.1283 - dice_coefficient: 0.9407
Epoch 18: loss did not improve from 0.03556
302/400 [=====================>........] - ETA: 56s - loss: 0.1282 - dice_coefficient: 0.9407
Epoch 18: loss did not improve from 0.03556
303/400 [=====================>........] - ETA: 55s - loss: 0.1279 - dice_coefficient: 0.9408
Epoch 18: loss did not improve from 0.03556
304/400 [=====================>........] - ETA: 55s - loss: 0.1277 - dice_coefficient: 0.9408
Epoch 18: loss did not improve from 0.03556
305/400 [=====================>........] - ETA: 54s - loss: 0.1274 - dice_coefficient: 0.9410
Epoch 18: loss did not improve from 0.03556
306/400 [=====================>........] - ETA: 53s - loss: 0.1271 - dice_coefficient: 0.9411
Epoch 18: loss did not improve from 0.03556
307/400 [======================>.......] - ETA: 53s - loss: 0.1268 - dice_coefficient: 0.9411
Epoch 18: loss did not improve from 0.03556
308/400 [======================>.......] - ETA: 52s - loss: 0.1266 - dice_coefficient: 0.9412
Epoch 18: loss did not improve from 0.03556
309/400 [======================>.......] - ETA: 52s - loss: 0.1263 - dice_coefficient: 0.9414
Epoch 18: loss did not improve from 0.03556
310/400 [======================>.......] - ETA: 51s - loss: 0.1261 - dice_coefficient: 0.9414
Epoch 18: loss did not improve from 0.03556
311/400 [======================>.......] - ETA: 51s - loss: 0.1258 - dice_coefficient: 0.9415
Epoch 18: loss did not improve from 0.03556
312/400 [======================>.......] - ETA: 50s - loss: 0.1256 - dice_coefficient: 0.9415
Epoch 18: loss did not improve from 0.03556
313/400 [======================>.......] - ETA: 49s - loss: 0.1254 - dice_coefficient: 0.9416
Epoch 18: loss did not improve from 0.03556
314/400 [======================>.......] - ETA: 49s - loss: 0.1256 - dice_coefficient: 0.9413
Epoch 18: loss did not improve from 0.03556
315/400 [======================>.......] - ETA: 48s - loss: 0.1253 - dice_coefficient: 0.9414
Epoch 18: loss did not improve from 0.03556
316/400 [======================>.......] - ETA: 48s - loss: 0.1255 - dice_coefficient: 0.9411
Epoch 18: loss did not improve from 0.03556
317/400 [======================>.......] - ETA: 47s - loss: 0.1254 - dice_coefficient: 0.9410
Epoch 18: loss did not improve from 0.03556
318/400 [======================>.......] - ETA: 47s - loss: 0.1253 - dice_coefficient: 0.9410
Epoch 18: loss did not improve from 0.03556
319/400 [======================>.......] - ETA: 46s - loss: 0.1250 - dice_coefficient: 0.9412
Epoch 18: loss did not improve from 0.03556
320/400 [=======================>......] - ETA: 45s - loss: 0.1250 - dice_coefficient: 0.9410
Epoch 18: loss did not improve from 0.03556
321/400 [=======================>......] - ETA: 45s - loss: 0.1247 - dice_coefficient: 0.9411
Epoch 18: loss did not improve from 0.03556
322/400 [=======================>......] - ETA: 44s - loss: 0.1245 - dice_coefficient: 0.9412
Epoch 18: loss did not improve from 0.03556
323/400 [=======================>......] - ETA: 44s - loss: 0.1242 - dice_coefficient: 0.9413
Epoch 18: loss did not improve from 0.03556
324/400 [=======================>......] - ETA: 43s - loss: 0.1239 - dice_coefficient: 0.9414
Epoch 18: loss did not improve from 0.03556
325/400 [=======================>......] - ETA: 43s - loss: 0.1244 - dice_coefficient: 0.9409
Epoch 18: loss did not improve from 0.03556
326/400 [=======================>......] - ETA: 42s - loss: 0.1243 - dice_coefficient: 0.9408
Epoch 18: loss did not improve from 0.03556
327/400 [=======================>......] - ETA: 41s - loss: 0.1240 - dice_coefficient: 0.9409
Epoch 18: loss did not improve from 0.03556
328/400 [=======================>......] - ETA: 41s - loss: 0.1238 - dice_coefficient: 0.9410
Epoch 18: loss did not improve from 0.03556
329/400 [=======================>......] - ETA: 40s - loss: 0.1235 - dice_coefficient: 0.9411
Epoch 18: loss did not improve from 0.03556
330/400 [=======================>......] - ETA: 40s - loss: 0.1232 - dice_coefficient: 0.9412
Epoch 18: loss did not improve from 0.03556
331/400 [=======================>......] - ETA: 39s - loss: 0.1230 - dice_coefficient: 0.9412
Epoch 18: loss did not improve from 0.03556
332/400 [=======================>......] - ETA: 39s - loss: 0.1227 - dice_coefficient: 0.9414
Epoch 18: loss did not improve from 0.03556
333/400 [=======================>......] - ETA: 38s - loss: 0.1225 - dice_coefficient: 0.9414
Epoch 18: loss did not improve from 0.03556
334/400 [========================>.....] - ETA: 37s - loss: 0.1225 - dice_coefficient: 0.9413
Epoch 18: loss did not improve from 0.03556
335/400 [========================>.....] - ETA: 37s - loss: 0.1223 - dice_coefficient: 0.9413
Epoch 18: loss did not improve from 0.03556
336/400 [========================>.....] - ETA: 36s - loss: 0.1221 - dice_coefficient: 0.9414
Epoch 18: loss did not improve from 0.03556
337/400 [========================>.....] - ETA: 36s - loss: 0.1220 - dice_coefficient: 0.9414
Epoch 18: loss did not improve from 0.03556
338/400 [========================>.....] - ETA: 35s - loss: 0.1218 - dice_coefficient: 0.9415
Epoch 18: loss did not improve from 0.03556
339/400 [========================>.....] - ETA: 35s - loss: 0.1218 - dice_coefficient: 0.9413
Epoch 18: loss did not improve from 0.03556
340/400 [========================>.....] - ETA: 34s - loss: 0.1215 - dice_coefficient: 0.9414
Epoch 18: loss did not improve from 0.03556
341/400 [========================>.....] - ETA: 33s - loss: 0.1214 - dice_coefficient: 0.9414
Epoch 18: loss did not improve from 0.03556
342/400 [========================>.....] - ETA: 33s - loss: 0.1212 - dice_coefficient: 0.9415
Epoch 18: loss did not improve from 0.03556
343/400 [========================>.....] - ETA: 32s - loss: 0.1215 - dice_coefficient: 0.9411
Epoch 18: loss did not improve from 0.03556
344/400 [========================>.....] - ETA: 32s - loss: 0.1215 - dice_coefficient: 0.9410
Epoch 18: loss did not improve from 0.03556
345/400 [========================>.....] - ETA: 31s - loss: 0.1212 - dice_coefficient: 0.9411
Epoch 18: loss did not improve from 0.03556
346/400 [========================>.....] - ETA: 31s - loss: 0.1210 - dice_coefficient: 0.9412
Epoch 18: loss did not improve from 0.03556
347/400 [=========================>....] - ETA: 30s - loss: 0.1208 - dice_coefficient: 0.9412
Epoch 18: loss did not improve from 0.03556
348/400 [=========================>....] - ETA: 29s - loss: 0.1205 - dice_coefficient: 0.9413
Epoch 18: loss did not improve from 0.03556
349/400 [=========================>....] - ETA: 29s - loss: 0.1202 - dice_coefficient: 0.9414
Epoch 18: loss did not improve from 0.03556
350/400 [=========================>....] - ETA: 28s - loss: 0.1204 - dice_coefficient: 0.9411
Epoch 18: loss did not improve from 0.03556
351/400 [=========================>....] - ETA: 28s - loss: 0.1203 - dice_coefficient: 0.9412
Epoch 18: loss did not improve from 0.03556
352/400 [=========================>....] - ETA: 27s - loss: 0.1201 - dice_coefficient: 0.9412
Epoch 18: loss did not improve from 0.03556
353/400 [=========================>....] - ETA: 27s - loss: 0.1200 - dice_coefficient: 0.9413
Epoch 18: loss did not improve from 0.03556
354/400 [=========================>....] - ETA: 26s - loss: 0.1199 - dice_coefficient: 0.9413
Epoch 18: loss did not improve from 0.03556
355/400 [=========================>....] - ETA: 25s - loss: 0.1199 - dice_coefficient: 0.9412
Epoch 18: loss did not improve from 0.03556
356/400 [=========================>....] - ETA: 25s - loss: 0.1196 - dice_coefficient: 0.9413
Epoch 18: loss did not improve from 0.03556
357/400 [=========================>....] - ETA: 24s - loss: 0.1206 - dice_coefficient: 0.9405
Epoch 18: loss did not improve from 0.03556
358/400 [=========================>....] - ETA: 24s - loss: 0.1204 - dice_coefficient: 0.9406
Epoch 18: loss did not improve from 0.03556
359/400 [=========================>....] - ETA: 23s - loss: 0.1201 - dice_coefficient: 0.9407
Epoch 18: loss did not improve from 0.03556
360/400 [==========================>...] - ETA: 22s - loss: 0.1199 - dice_coefficient: 0.9408
Epoch 18: loss did not improve from 0.03556
361/400 [==========================>...] - ETA: 22s - loss: 0.1197 - dice_coefficient: 0.9409
Epoch 18: loss did not improve from 0.03556
362/400 [==========================>...] - ETA: 21s - loss: 0.1194 - dice_coefficient: 0.9410
Epoch 18: loss did not improve from 0.03556
363/400 [==========================>...] - ETA: 21s - loss: 0.1192 - dice_coefficient: 0.9411
Epoch 18: loss did not improve from 0.03556
364/400 [==========================>...] - ETA: 20s - loss: 0.1192 - dice_coefficient: 0.9410
Epoch 18: loss did not improve from 0.03556
365/400 [==========================>...] - ETA: 20s - loss: 0.1191 - dice_coefficient: 0.9410
Epoch 18: loss did not improve from 0.03556
366/400 [==========================>...] - ETA: 19s - loss: 0.1188 - dice_coefficient: 0.9411
Epoch 18: loss did not improve from 0.03556
367/400 [==========================>...] - ETA: 18s - loss: 0.1186 - dice_coefficient: 0.9412
Epoch 18: loss did not improve from 0.03556
368/400 [==========================>...] - ETA: 18s - loss: 0.1184 - dice_coefficient: 0.9413
Epoch 18: loss did not improve from 0.03556
369/400 [==========================>...] - ETA: 17s - loss: 0.1184 - dice_coefficient: 0.9412
Epoch 18: loss did not improve from 0.03556
370/400 [==========================>...] - ETA: 17s - loss: 0.1182 - dice_coefficient: 0.9412
Epoch 18: loss did not improve from 0.03556
371/400 [==========================>...] - ETA: 16s - loss: 0.1180 - dice_coefficient: 0.9413
Epoch 18: loss did not improve from 0.03556
372/400 [==========================>...] - ETA: 16s - loss: 0.1179 - dice_coefficient: 0.9414
Epoch 18: loss did not improve from 0.03556
373/400 [==========================>...] - ETA: 15s - loss: 0.1177 - dice_coefficient: 0.9414
Epoch 18: loss did not improve from 0.03556
374/400 [===========================>..] - ETA: 14s - loss: 0.1176 - dice_coefficient: 0.9414
Epoch 18: loss did not improve from 0.03556
375/400 [===========================>..] - ETA: 14s - loss: 0.1175 - dice_coefficient: 0.9415
Epoch 18: loss did not improve from 0.03556
376/400 [===========================>..] - ETA: 13s - loss: 0.1173 - dice_coefficient: 0.9415
Epoch 18: loss did not improve from 0.03556
377/400 [===========================>..] - ETA: 13s - loss: 0.1173 - dice_coefficient: 0.9414
Epoch 18: loss did not improve from 0.03556
378/400 [===========================>..] - ETA: 12s - loss: 0.1172 - dice_coefficient: 0.9414
Epoch 18: loss did not improve from 0.03556
379/400 [===========================>..] - ETA: 12s - loss: 0.1170 - dice_coefficient: 0.9416
Epoch 18: loss did not improve from 0.03556
380/400 [===========================>..] - ETA: 11s - loss: 0.1168 - dice_coefficient: 0.9416
Epoch 18: loss did not improve from 0.03556
381/400 [===========================>..] - ETA: 10s - loss: 0.1167 - dice_coefficient: 0.9416
Epoch 18: loss did not improve from 0.03556
382/400 [===========================>..] - ETA: 10s - loss: 0.1166 - dice_coefficient: 0.9416
Epoch 18: loss did not improve from 0.03556
383/400 [===========================>..] - ETA: 9s - loss: 0.1163 - dice_coefficient: 0.9417 
Epoch 18: loss did not improve from 0.03556
384/400 [===========================>..] - ETA: 9s - loss: 0.1162 - dice_coefficient: 0.9417
Epoch 18: loss did not improve from 0.03556
385/400 [===========================>..] - ETA: 8s - loss: 0.1160 - dice_coefficient: 0.9418
Epoch 18: loss did not improve from 0.03556
386/400 [===========================>..] - ETA: 8s - loss: 0.1158 - dice_coefficient: 0.9419
Epoch 18: loss did not improve from 0.03556
387/400 [============================>.] - ETA: 7s - loss: 0.1159 - dice_coefficient: 0.9417
Epoch 18: loss did not improve from 0.03556
388/400 [============================>.] - ETA: 6s - loss: 0.1158 - dice_coefficient: 0.9416
Epoch 18: loss did not improve from 0.03556
389/400 [============================>.] - ETA: 6s - loss: 0.1157 - dice_coefficient: 0.9416
Epoch 18: loss did not improve from 0.03556
390/400 [============================>.] - ETA: 5s - loss: 0.1157 - dice_coefficient: 0.9415
Epoch 18: loss did not improve from 0.03556
391/400 [============================>.] - ETA: 5s - loss: 0.1156 - dice_coefficient: 0.9415
Epoch 18: loss did not improve from 0.03556
392/400 [============================>.] - ETA: 4s - loss: 0.1153 - dice_coefficient: 0.9416
Epoch 18: loss did not improve from 0.03556
393/400 [============================>.] - ETA: 4s - loss: 0.1152 - dice_coefficient: 0.9417
Epoch 18: loss did not improve from 0.03556
394/400 [============================>.] - ETA: 3s - loss: 0.1150 - dice_coefficient: 0.9417
Epoch 18: loss did not improve from 0.03556
395/400 [============================>.] - ETA: 2s - loss: 0.1149 - dice_coefficient: 0.9417
Epoch 18: loss did not improve from 0.03556
396/400 [============================>.] - ETA: 2s - loss: 0.1147 - dice_coefficient: 0.9418
Epoch 18: loss did not improve from 0.03556
397/400 [============================>.] - ETA: 1s - loss: 0.1145 - dice_coefficient: 0.9419
Epoch 18: loss did not improve from 0.03556
398/400 [============================>.] - ETA: 1s - loss: 0.1143 - dice_coefficient: 0.9420
Epoch 18: loss did not improve from 0.03556
399/400 [============================>.] - ETA: 0s - loss: 0.1142 - dice_coefficient: 0.9420
Epoch 18: loss did not improve from 0.03556
400/400 [==============================] - 231s 577ms/step - loss: 0.1144 - dice_coefficient: 0.9419 - val_loss: 0.7073 - val_dice_coefficient: 0.6606 - lr: 2.0000e-05
Epoch 19/30

Epoch 19: loss did not improve from 0.03556
  1/400 [..............................] - ETA: 3:41 - loss: 0.2267 - dice_coefficient: 0.8088
Epoch 19: loss did not improve from 0.03556
  2/400 [..............................] - ETA: 3:54 - loss: 0.1433 - dice_coefficient: 0.8843
Epoch 19: loss did not improve from 0.03556
  3/400 [..............................] - ETA: 3:49 - loss: 0.2145 - dice_coefficient: 0.8253
Epoch 19: loss did not improve from 0.03556
  4/400 [..............................] - ETA: 3:47 - loss: 0.1738 - dice_coefficient: 0.8591
Epoch 19: loss did not improve from 0.03556
  5/400 [..............................] - ETA: 3:46 - loss: 0.1425 - dice_coefficient: 0.8850
Epoch 19: loss did not improve from 0.03556
  6/400 [..............................] - ETA: 3:46 - loss: 0.1216 - dice_coefficient: 0.9023
Epoch 19: loss did not improve from 0.03556
  7/400 [..............................] - ETA: 3:46 - loss: 0.1082 - dice_coefficient: 0.9134
Epoch 19: loss did not improve from 0.03556
  8/400 [..............................] - ETA: 3:45 - loss: 0.0994 - dice_coefficient: 0.9214
Epoch 19: loss did not improve from 0.03556
  9/400 [..............................] - ETA: 3:44 - loss: 0.0928 - dice_coefficient: 0.9268
Epoch 19: loss did not improve from 0.03556
 10/400 [..............................] - ETA: 3:44 - loss: 0.0854 - dice_coefficient: 0.9329
Epoch 19: loss did not improve from 0.03556
 11/400 [..............................] - ETA: 3:42 - loss: 0.0793 - dice_coefficient: 0.9378
Epoch 19: loss did not improve from 0.03556
 12/400 [..............................] - ETA: 3:42 - loss: 0.0762 - dice_coefficient: 0.9405
Epoch 19: loss did not improve from 0.03556
 13/400 [..............................] - ETA: 3:42 - loss: 0.0750 - dice_coefficient: 0.9416
Epoch 19: loss did not improve from 0.03556
 14/400 [>.............................] - ETA: 3:42 - loss: 0.0757 - dice_coefficient: 0.9403
Epoch 19: loss did not improve from 0.03556
 15/400 [>.............................] - ETA: 3:41 - loss: 0.0755 - dice_coefficient: 0.9403
Epoch 19: loss did not improve from 0.03556
 16/400 [>.............................] - ETA: 3:40 - loss: 0.0763 - dice_coefficient: 0.9393
Epoch 19: loss did not improve from 0.03556
 17/400 [>.............................] - ETA: 3:39 - loss: 0.0739 - dice_coefficient: 0.9412
Epoch 19: loss did not improve from 0.03556
 18/400 [>.............................] - ETA: 3:39 - loss: 0.0716 - dice_coefficient: 0.9431
Epoch 19: loss did not improve from 0.03556
 19/400 [>.............................] - ETA: 3:39 - loss: 0.0703 - dice_coefficient: 0.9448
Epoch 19: loss did not improve from 0.03556
 20/400 [>.............................] - ETA: 3:38 - loss: 0.0710 - dice_coefficient: 0.9440
Epoch 19: loss did not improve from 0.03556
 21/400 [>.............................] - ETA: 3:38 - loss: 0.0721 - dice_coefficient: 0.9426
Epoch 19: loss did not improve from 0.03556
 22/400 [>.............................] - ETA: 3:37 - loss: 0.0704 - dice_coefficient: 0.9441
Epoch 19: loss did not improve from 0.03556
 23/400 [>.............................] - ETA: 3:36 - loss: 0.0684 - dice_coefficient: 0.9460
Epoch 19: loss did not improve from 0.03556
 24/400 [>.............................] - ETA: 3:36 - loss: 0.0682 - dice_coefficient: 0.9470
Epoch 19: loss did not improve from 0.03556
 25/400 [>.............................] - ETA: 3:35 - loss: 0.0673 - dice_coefficient: 0.9482
Epoch 19: loss did not improve from 0.03556
 26/400 [>.............................] - ETA: 3:35 - loss: 0.0653 - dice_coefficient: 0.9498
Epoch 19: loss did not improve from 0.03556
 27/400 [=>............................] - ETA: 3:34 - loss: 0.0638 - dice_coefficient: 0.9510
Epoch 19: loss did not improve from 0.03556
 28/400 [=>............................] - ETA: 3:33 - loss: 0.0643 - dice_coefficient: 0.9502
Epoch 19: loss did not improve from 0.03556
 29/400 [=>............................] - ETA: 3:33 - loss: 0.0647 - dice_coefficient: 0.9501
Epoch 19: loss did not improve from 0.03556
 30/400 [=>............................] - ETA: 3:32 - loss: 0.0639 - dice_coefficient: 0.9506
Epoch 19: loss did not improve from 0.03556
 31/400 [=>............................] - ETA: 3:32 - loss: 0.0626 - dice_coefficient: 0.9518
Epoch 19: loss did not improve from 0.03556
 32/400 [=>............................] - ETA: 3:31 - loss: 0.0621 - dice_coefficient: 0.9525
Epoch 19: loss did not improve from 0.03556
 33/400 [=>............................] - ETA: 3:30 - loss: 0.0611 - dice_coefficient: 0.9533
Epoch 19: loss did not improve from 0.03556
 34/400 [=>............................] - ETA: 3:30 - loss: 0.0605 - dice_coefficient: 0.9540
Epoch 19: loss did not improve from 0.03556
 35/400 [=>............................] - ETA: 3:29 - loss: 0.0595 - dice_coefficient: 0.9550
Epoch 19: loss did not improve from 0.03556
 36/400 [=>............................] - ETA: 3:28 - loss: 0.0585 - dice_coefficient: 0.9557
Epoch 19: loss did not improve from 0.03556
 37/400 [=>............................] - ETA: 3:28 - loss: 0.0612 - dice_coefficient: 0.9531
Epoch 19: loss did not improve from 0.03556
 38/400 [=>............................] - ETA: 3:27 - loss: 0.0608 - dice_coefficient: 0.9537
Epoch 19: loss did not improve from 0.03556
 39/400 [=>............................] - ETA: 3:27 - loss: 0.0600 - dice_coefficient: 0.9543
Epoch 19: loss did not improve from 0.03556
 40/400 [==>...........................] - ETA: 3:26 - loss: 0.0596 - dice_coefficient: 0.9548
Epoch 19: loss did not improve from 0.03556
 41/400 [==>...........................] - ETA: 3:26 - loss: 0.0598 - dice_coefficient: 0.9550
Epoch 19: loss did not improve from 0.03556
 42/400 [==>...........................] - ETA: 3:25 - loss: 0.0592 - dice_coefficient: 0.9553
Epoch 19: loss did not improve from 0.03556
 43/400 [==>...........................] - ETA: 3:24 - loss: 0.0584 - dice_coefficient: 0.9559
Epoch 19: loss did not improve from 0.03556
 44/400 [==>...........................] - ETA: 3:24 - loss: 0.0582 - dice_coefficient: 0.9565
Epoch 19: loss did not improve from 0.03556
 45/400 [==>...........................] - ETA: 3:23 - loss: 0.0595 - dice_coefficient: 0.9552
Epoch 19: loss did not improve from 0.03556
 46/400 [==>...........................] - ETA: 3:23 - loss: 0.0661 - dice_coefficient: 0.9503
Epoch 19: loss did not improve from 0.03556
 47/400 [==>...........................] - ETA: 3:22 - loss: 0.0653 - dice_coefficient: 0.9509
Epoch 19: loss did not improve from 0.03556
 48/400 [==>...........................] - ETA: 3:21 - loss: 0.0649 - dice_coefficient: 0.9514
Epoch 19: loss did not improve from 0.03556
 49/400 [==>...........................] - ETA: 3:21 - loss: 0.0645 - dice_coefficient: 0.9518
Epoch 19: loss did not improve from 0.03556
 50/400 [==>...........................] - ETA: 3:20 - loss: 0.0641 - dice_coefficient: 0.9524
Epoch 19: loss did not improve from 0.03556
 51/400 [==>...........................] - ETA: 3:20 - loss: 0.0639 - dice_coefficient: 0.9525
Epoch 19: loss did not improve from 0.03556
 52/400 [==>...........................] - ETA: 3:19 - loss: 0.0643 - dice_coefficient: 0.9519
Epoch 19: loss did not improve from 0.03556
 53/400 [==>...........................] - ETA: 3:19 - loss: 0.0636 - dice_coefficient: 0.9524
Epoch 19: loss did not improve from 0.03556
 54/400 [===>..........................] - ETA: 3:18 - loss: 0.0631 - dice_coefficient: 0.9528
Epoch 19: loss did not improve from 0.03556
 55/400 [===>..........................] - ETA: 3:17 - loss: 0.0632 - dice_coefficient: 0.9530
Epoch 19: loss did not improve from 0.03556
 56/400 [===>..........................] - ETA: 3:17 - loss: 0.0646 - dice_coefficient: 0.9516
Epoch 19: loss did not improve from 0.03556
 57/400 [===>..........................] - ETA: 3:16 - loss: 0.0639 - dice_coefficient: 0.9522
Epoch 19: loss did not improve from 0.03556
 58/400 [===>..........................] - ETA: 3:16 - loss: 0.0631 - dice_coefficient: 0.9528
Epoch 19: loss did not improve from 0.03556
 59/400 [===>..........................] - ETA: 3:15 - loss: 0.0628 - dice_coefficient: 0.9531
Epoch 19: loss did not improve from 0.03556
 60/400 [===>..........................] - ETA: 3:14 - loss: 0.0627 - dice_coefficient: 0.9534
Epoch 19: loss did not improve from 0.03556
 61/400 [===>..........................] - ETA: 3:14 - loss: 0.0622 - dice_coefficient: 0.9538
Epoch 19: loss did not improve from 0.03556
 62/400 [===>..........................] - ETA: 3:13 - loss: 0.0613 - dice_coefficient: 0.9544
Epoch 19: loss did not improve from 0.03556
 63/400 [===>..........................] - ETA: 3:13 - loss: 0.0607 - dice_coefficient: 0.9549
Epoch 19: loss did not improve from 0.03556
 64/400 [===>..........................] - ETA: 3:12 - loss: 0.0602 - dice_coefficient: 0.9552
Epoch 19: loss did not improve from 0.03556
 65/400 [===>..........................] - ETA: 3:11 - loss: 0.0597 - dice_coefficient: 0.9556
Epoch 19: loss did not improve from 0.03556
 66/400 [===>..........................] - ETA: 3:11 - loss: 0.0628 - dice_coefficient: 0.9530
Epoch 19: loss did not improve from 0.03556
 67/400 [====>.........................] - ETA: 3:10 - loss: 0.0629 - dice_coefficient: 0.9527
Epoch 19: loss did not improve from 0.03556
 68/400 [====>.........................] - ETA: 3:10 - loss: 0.0629 - dice_coefficient: 0.9529
Epoch 19: loss did not improve from 0.03556
 69/400 [====>.........................] - ETA: 3:09 - loss: 0.0647 - dice_coefficient: 0.9512
Epoch 19: loss did not improve from 0.03556
 70/400 [====>.........................] - ETA: 3:09 - loss: 0.0645 - dice_coefficient: 0.9512
Epoch 19: loss did not improve from 0.03556
 71/400 [====>.........................] - ETA: 3:08 - loss: 0.0640 - dice_coefficient: 0.9515
Epoch 19: loss did not improve from 0.03556
 72/400 [====>.........................] - ETA: 3:07 - loss: 0.0639 - dice_coefficient: 0.9515
Epoch 19: loss did not improve from 0.03556
 73/400 [====>.........................] - ETA: 3:07 - loss: 0.0643 - dice_coefficient: 0.9516
Epoch 19: loss did not improve from 0.03556
 74/400 [====>.........................] - ETA: 3:06 - loss: 0.0641 - dice_coefficient: 0.9517
Epoch 19: loss did not improve from 0.03556
 75/400 [====>.........................] - ETA: 3:06 - loss: 0.0642 - dice_coefficient: 0.9516
Epoch 19: loss did not improve from 0.03556
 76/400 [====>.........................] - ETA: 3:05 - loss: 0.0640 - dice_coefficient: 0.9518
Epoch 19: loss did not improve from 0.03556
 77/400 [====>.........................] - ETA: 3:05 - loss: 0.0660 - dice_coefficient: 0.9500
Epoch 19: loss did not improve from 0.03556
 78/400 [====>.........................] - ETA: 3:04 - loss: 0.0665 - dice_coefficient: 0.9499
Epoch 19: loss did not improve from 0.03556
 79/400 [====>.........................] - ETA: 3:03 - loss: 0.0671 - dice_coefficient: 0.9493
Epoch 19: loss did not improve from 0.03556
 80/400 [=====>........................] - ETA: 3:03 - loss: 0.0765 - dice_coefficient: 0.9433
Epoch 19: loss did not improve from 0.03556
 81/400 [=====>........................] - ETA: 3:02 - loss: 0.0779 - dice_coefficient: 0.9423
Epoch 19: loss did not improve from 0.03556
 82/400 [=====>........................] - ETA: 3:02 - loss: 0.0773 - dice_coefficient: 0.9427
Epoch 19: loss did not improve from 0.03556
 83/400 [=====>........................] - ETA: 3:01 - loss: 0.0766 - dice_coefficient: 0.9433
Epoch 19: loss did not improve from 0.03556
 84/400 [=====>........................] - ETA: 3:00 - loss: 0.0763 - dice_coefficient: 0.9435
Epoch 19: loss did not improve from 0.03556
 85/400 [=====>........................] - ETA: 3:00 - loss: 0.0757 - dice_coefficient: 0.9439
Epoch 19: loss did not improve from 0.03556
 86/400 [=====>........................] - ETA: 2:59 - loss: 0.0758 - dice_coefficient: 0.9439
Epoch 19: loss did not improve from 0.03556
 87/400 [=====>........................] - ETA: 2:59 - loss: 0.0754 - dice_coefficient: 0.9442
Epoch 19: loss did not improve from 0.03556
 88/400 [=====>........................] - ETA: 2:58 - loss: 0.0762 - dice_coefficient: 0.9433
Epoch 19: loss did not improve from 0.03556
 89/400 [=====>........................] - ETA: 2:58 - loss: 0.0760 - dice_coefficient: 0.9434
Epoch 19: loss did not improve from 0.03556
 90/400 [=====>........................] - ETA: 2:57 - loss: 0.0754 - dice_coefficient: 0.9438
Epoch 19: loss did not improve from 0.03556
 91/400 [=====>........................] - ETA: 2:56 - loss: 0.0759 - dice_coefficient: 0.9434
Epoch 19: loss did not improve from 0.03556
 92/400 [=====>........................] - ETA: 2:56 - loss: 0.0753 - dice_coefficient: 0.9438
Epoch 19: loss did not improve from 0.03556
 93/400 [=====>........................] - ETA: 2:55 - loss: 0.0750 - dice_coefficient: 0.9442
Epoch 19: loss did not improve from 0.03556
 94/400 [======>.......................] - ETA: 2:55 - loss: 0.0749 - dice_coefficient: 0.9442
Epoch 19: loss did not improve from 0.03556
 95/400 [======>.......................] - ETA: 2:54 - loss: 0.0745 - dice_coefficient: 0.9445
Epoch 19: loss did not improve from 0.03556
 96/400 [======>.......................] - ETA: 2:54 - loss: 0.0743 - dice_coefficient: 0.9445
Epoch 19: loss did not improve from 0.03556
 97/400 [======>.......................] - ETA: 2:53 - loss: 0.0738 - dice_coefficient: 0.9449
Epoch 19: loss did not improve from 0.03556
 98/400 [======>.......................] - ETA: 2:52 - loss: 0.0735 - dice_coefficient: 0.9452
Epoch 19: loss did not improve from 0.03556
 99/400 [======>.......................] - ETA: 2:52 - loss: 0.0735 - dice_coefficient: 0.9452
Epoch 19: loss did not improve from 0.03556
100/400 [======>.......................] - ETA: 2:51 - loss: 0.0739 - dice_coefficient: 0.9450
Epoch 19: loss did not improve from 0.03556
101/400 [======>.......................] - ETA: 2:51 - loss: 0.0737 - dice_coefficient: 0.9450
Epoch 19: loss did not improve from 0.03556
102/400 [======>.......................] - ETA: 2:50 - loss: 0.0734 - dice_coefficient: 0.9452
Epoch 19: loss did not improve from 0.03556
103/400 [======>.......................] - ETA: 2:50 - loss: 0.0732 - dice_coefficient: 0.9454
Epoch 19: loss did not improve from 0.03556
104/400 [======>.......................] - ETA: 2:49 - loss: 0.0730 - dice_coefficient: 0.9454
Epoch 19: loss did not improve from 0.03556
105/400 [======>.......................] - ETA: 2:48 - loss: 0.0728 - dice_coefficient: 0.9457
Epoch 19: loss did not improve from 0.03556
106/400 [======>.......................] - ETA: 2:48 - loss: 0.0723 - dice_coefficient: 0.9461
Epoch 19: loss did not improve from 0.03556
107/400 [=======>......................] - ETA: 2:47 - loss: 0.0723 - dice_coefficient: 0.9460
Epoch 19: loss did not improve from 0.03556
108/400 [=======>......................] - ETA: 2:47 - loss: 0.0718 - dice_coefficient: 0.9464
Epoch 19: loss did not improve from 0.03556
109/400 [=======>......................] - ETA: 2:46 - loss: 0.0715 - dice_coefficient: 0.9466
Epoch 19: loss did not improve from 0.03556
110/400 [=======>......................] - ETA: 2:46 - loss: 0.0711 - dice_coefficient: 0.9469
Epoch 19: loss did not improve from 0.03556
111/400 [=======>......................] - ETA: 2:45 - loss: 0.0709 - dice_coefficient: 0.9470
Epoch 19: loss did not improve from 0.03556
112/400 [=======>......................] - ETA: 2:44 - loss: 0.0706 - dice_coefficient: 0.9472
Epoch 19: loss did not improve from 0.03556
113/400 [=======>......................] - ETA: 2:44 - loss: 0.0703 - dice_coefficient: 0.9475
Epoch 19: loss did not improve from 0.03556
114/400 [=======>......................] - ETA: 2:43 - loss: 0.0701 - dice_coefficient: 0.9477
Epoch 19: loss did not improve from 0.03556
115/400 [=======>......................] - ETA: 2:43 - loss: 0.0696 - dice_coefficient: 0.9480
Epoch 19: loss did not improve from 0.03556
116/400 [=======>......................] - ETA: 2:42 - loss: 0.0696 - dice_coefficient: 0.9480
Epoch 19: loss did not improve from 0.03556
117/400 [=======>......................] - ETA: 2:42 - loss: 0.0695 - dice_coefficient: 0.9481
Epoch 19: loss did not improve from 0.03556
118/400 [=======>......................] - ETA: 2:41 - loss: 0.0695 - dice_coefficient: 0.9481
Epoch 19: loss did not improve from 0.03556
119/400 [=======>......................] - ETA: 2:41 - loss: 0.0694 - dice_coefficient: 0.9483
Epoch 19: loss did not improve from 0.03556
120/400 [========>.....................] - ETA: 2:40 - loss: 0.0719 - dice_coefficient: 0.9463
Epoch 19: loss did not improve from 0.03556
121/400 [========>.....................] - ETA: 2:39 - loss: 0.0719 - dice_coefficient: 0.9464
Epoch 19: loss did not improve from 0.03556
122/400 [========>.....................] - ETA: 2:39 - loss: 0.0717 - dice_coefficient: 0.9466
Epoch 19: loss did not improve from 0.03556
123/400 [========>.....................] - ETA: 2:38 - loss: 0.0723 - dice_coefficient: 0.9460
Epoch 19: loss did not improve from 0.03556
124/400 [========>.....................] - ETA: 2:38 - loss: 0.0721 - dice_coefficient: 0.9461
Epoch 19: loss did not improve from 0.03556
125/400 [========>.....................] - ETA: 2:37 - loss: 0.0718 - dice_coefficient: 0.9464
Epoch 19: loss did not improve from 0.03556
126/400 [========>.....................] - ETA: 2:37 - loss: 0.0716 - dice_coefficient: 0.9465
Epoch 19: loss did not improve from 0.03556
127/400 [========>.....................] - ETA: 2:36 - loss: 0.0714 - dice_coefficient: 0.9467
Epoch 19: loss did not improve from 0.03556
128/400 [========>.....................] - ETA: 2:35 - loss: 0.0716 - dice_coefficient: 0.9464
Epoch 19: loss did not improve from 0.03556
129/400 [========>.....................] - ETA: 2:35 - loss: 0.0712 - dice_coefficient: 0.9467
Epoch 19: loss did not improve from 0.03556
130/400 [========>.....................] - ETA: 2:34 - loss: 0.0713 - dice_coefficient: 0.9467
Epoch 19: loss did not improve from 0.03556
131/400 [========>.....................] - ETA: 2:34 - loss: 0.0714 - dice_coefficient: 0.9465
Epoch 19: loss did not improve from 0.03556
132/400 [========>.....................] - ETA: 2:33 - loss: 0.0712 - dice_coefficient: 0.9466
Epoch 19: loss did not improve from 0.03556
133/400 [========>.....................] - ETA: 2:32 - loss: 0.0708 - dice_coefficient: 0.9470
Epoch 19: loss did not improve from 0.03556
134/400 [=========>....................] - ETA: 2:32 - loss: 0.0704 - dice_coefficient: 0.9472
Epoch 19: loss did not improve from 0.03556
135/400 [=========>....................] - ETA: 2:31 - loss: 0.0701 - dice_coefficient: 0.9475
Epoch 19: loss did not improve from 0.03556
136/400 [=========>....................] - ETA: 2:31 - loss: 0.0701 - dice_coefficient: 0.9474
Epoch 19: loss did not improve from 0.03556
137/400 [=========>....................] - ETA: 2:30 - loss: 0.0699 - dice_coefficient: 0.9476
Epoch 19: loss did not improve from 0.03556
138/400 [=========>....................] - ETA: 2:30 - loss: 0.0696 - dice_coefficient: 0.9478
Epoch 19: loss did not improve from 0.03556
139/400 [=========>....................] - ETA: 2:29 - loss: 0.0694 - dice_coefficient: 0.9479
Epoch 19: loss did not improve from 0.03556
140/400 [=========>....................] - ETA: 2:28 - loss: 0.0691 - dice_coefficient: 0.9481
Epoch 19: loss did not improve from 0.03556
141/400 [=========>....................] - ETA: 2:28 - loss: 0.0689 - dice_coefficient: 0.9483
Epoch 19: loss did not improve from 0.03556
142/400 [=========>....................] - ETA: 2:27 - loss: 0.0688 - dice_coefficient: 0.9483
Epoch 19: loss did not improve from 0.03556
143/400 [=========>....................] - ETA: 2:27 - loss: 0.0685 - dice_coefficient: 0.9485
Epoch 19: loss did not improve from 0.03556
144/400 [=========>....................] - ETA: 2:26 - loss: 0.0686 - dice_coefficient: 0.9483
Epoch 19: loss did not improve from 0.03556
145/400 [=========>....................] - ETA: 2:26 - loss: 0.0685 - dice_coefficient: 0.9484
Epoch 19: loss did not improve from 0.03556
146/400 [=========>....................] - ETA: 2:25 - loss: 0.0707 - dice_coefficient: 0.9466
Epoch 19: loss did not improve from 0.03556
147/400 [==========>...................] - ETA: 2:24 - loss: 0.0716 - dice_coefficient: 0.9458
Epoch 19: loss did not improve from 0.03556
148/400 [==========>...................] - ETA: 2:24 - loss: 0.0713 - dice_coefficient: 0.9461
Epoch 19: loss did not improve from 0.03556
149/400 [==========>...................] - ETA: 2:23 - loss: 0.0710 - dice_coefficient: 0.9463
Epoch 19: loss did not improve from 0.03556
150/400 [==========>...................] - ETA: 2:23 - loss: 0.0707 - dice_coefficient: 0.9465
Epoch 19: loss did not improve from 0.03556
151/400 [==========>...................] - ETA: 2:22 - loss: 0.0704 - dice_coefficient: 0.9468
Epoch 19: loss did not improve from 0.03556
152/400 [==========>...................] - ETA: 2:22 - loss: 0.0703 - dice_coefficient: 0.9470
Epoch 19: loss did not improve from 0.03556
153/400 [==========>...................] - ETA: 2:21 - loss: 0.0703 - dice_coefficient: 0.9469
Epoch 19: loss did not improve from 0.03556
154/400 [==========>...................] - ETA: 2:20 - loss: 0.0700 - dice_coefficient: 0.9472
Epoch 19: loss did not improve from 0.03556
155/400 [==========>...................] - ETA: 2:20 - loss: 0.0700 - dice_coefficient: 0.9473
Epoch 19: loss did not improve from 0.03556
156/400 [==========>...................] - ETA: 2:19 - loss: 0.0698 - dice_coefficient: 0.9475
Epoch 19: loss did not improve from 0.03556
157/400 [==========>...................] - ETA: 2:19 - loss: 0.0700 - dice_coefficient: 0.9473
Epoch 19: loss did not improve from 0.03556
158/400 [==========>...................] - ETA: 2:18 - loss: 0.0698 - dice_coefficient: 0.9474
Epoch 19: loss did not improve from 0.03556
159/400 [==========>...................] - ETA: 2:18 - loss: 0.0701 - dice_coefficient: 0.9470
Epoch 19: loss did not improve from 0.03556
160/400 [===========>..................] - ETA: 2:17 - loss: 0.0700 - dice_coefficient: 0.9472
Epoch 19: loss did not improve from 0.03556
161/400 [===========>..................] - ETA: 2:16 - loss: 0.0701 - dice_coefficient: 0.9470
Epoch 19: loss did not improve from 0.03556
162/400 [===========>..................] - ETA: 2:16 - loss: 0.0701 - dice_coefficient: 0.9470
Epoch 19: loss did not improve from 0.03556
163/400 [===========>..................] - ETA: 2:15 - loss: 0.0699 - dice_coefficient: 0.9471
Epoch 19: loss did not improve from 0.03556
164/400 [===========>..................] - ETA: 2:15 - loss: 0.0697 - dice_coefficient: 0.9473
Epoch 19: loss did not improve from 0.03556
165/400 [===========>..................] - ETA: 2:14 - loss: 0.0695 - dice_coefficient: 0.9474
Epoch 19: loss did not improve from 0.03556
166/400 [===========>..................] - ETA: 2:14 - loss: 0.0692 - dice_coefficient: 0.9476
Epoch 19: loss did not improve from 0.03556
167/400 [===========>..................] - ETA: 2:13 - loss: 0.0691 - dice_coefficient: 0.9478
Epoch 19: loss did not improve from 0.03556
168/400 [===========>..................] - ETA: 2:12 - loss: 0.0688 - dice_coefficient: 0.9480
Epoch 19: loss did not improve from 0.03556
169/400 [===========>..................] - ETA: 2:12 - loss: 0.0690 - dice_coefficient: 0.9480
Epoch 19: loss did not improve from 0.03556
170/400 [===========>..................] - ETA: 2:11 - loss: 0.0687 - dice_coefficient: 0.9482
Epoch 19: loss did not improve from 0.03556
171/400 [===========>..................] - ETA: 2:11 - loss: 0.0687 - dice_coefficient: 0.9481
Epoch 19: loss did not improve from 0.03556
172/400 [===========>..................] - ETA: 2:10 - loss: 0.0685 - dice_coefficient: 0.9483
Epoch 19: loss did not improve from 0.03556
173/400 [===========>..................] - ETA: 2:10 - loss: 0.0693 - dice_coefficient: 0.9475
Epoch 19: loss did not improve from 0.03556
174/400 [============>.................] - ETA: 2:09 - loss: 0.0698 - dice_coefficient: 0.9471
Epoch 19: loss did not improve from 0.03556
175/400 [============>.................] - ETA: 2:08 - loss: 0.0697 - dice_coefficient: 0.9472
Epoch 19: loss did not improve from 0.03556
176/400 [============>.................] - ETA: 2:08 - loss: 0.0699 - dice_coefficient: 0.9470
Epoch 19: loss did not improve from 0.03556
177/400 [============>.................] - ETA: 2:07 - loss: 0.0696 - dice_coefficient: 0.9473
Epoch 19: loss did not improve from 0.03556
178/400 [============>.................] - ETA: 2:07 - loss: 0.0694 - dice_coefficient: 0.9475
Epoch 19: loss did not improve from 0.03556
179/400 [============>.................] - ETA: 2:06 - loss: 0.0692 - dice_coefficient: 0.9475
Epoch 19: loss did not improve from 0.03556
180/400 [============>.................] - ETA: 2:06 - loss: 0.0693 - dice_coefficient: 0.9474
Epoch 19: loss did not improve from 0.03556
181/400 [============>.................] - ETA: 2:05 - loss: 0.0692 - dice_coefficient: 0.9475
Epoch 19: loss did not improve from 0.03556
182/400 [============>.................] - ETA: 2:04 - loss: 0.0690 - dice_coefficient: 0.9476
Epoch 19: loss did not improve from 0.03556
183/400 [============>.................] - ETA: 2:04 - loss: 0.0688 - dice_coefficient: 0.9478
Epoch 19: loss did not improve from 0.03556
184/400 [============>.................] - ETA: 2:03 - loss: 0.0695 - dice_coefficient: 0.9472
Epoch 19: loss did not improve from 0.03556
185/400 [============>.................] - ETA: 2:03 - loss: 0.0693 - dice_coefficient: 0.9474
Epoch 19: loss did not improve from 0.03556
186/400 [============>.................] - ETA: 2:02 - loss: 0.0691 - dice_coefficient: 0.9475
Epoch 19: loss did not improve from 0.03556
187/400 [=============>................] - ETA: 2:02 - loss: 0.0689 - dice_coefficient: 0.9477
Epoch 19: loss did not improve from 0.03556
188/400 [=============>................] - ETA: 2:01 - loss: 0.0687 - dice_coefficient: 0.9479
Epoch 19: loss did not improve from 0.03556
189/400 [=============>................] - ETA: 2:00 - loss: 0.0684 - dice_coefficient: 0.9481
Epoch 19: loss did not improve from 0.03556
190/400 [=============>................] - ETA: 2:00 - loss: 0.0682 - dice_coefficient: 0.9483
Epoch 19: loss did not improve from 0.03556
191/400 [=============>................] - ETA: 1:59 - loss: 0.0680 - dice_coefficient: 0.9484
Epoch 19: loss did not improve from 0.03556
192/400 [=============>................] - ETA: 1:59 - loss: 0.0691 - dice_coefficient: 0.9475
Epoch 19: loss did not improve from 0.03556
193/400 [=============>................] - ETA: 1:58 - loss: 0.0689 - dice_coefficient: 0.9476
Epoch 19: loss did not improve from 0.03556
194/400 [=============>................] - ETA: 1:58 - loss: 0.0689 - dice_coefficient: 0.9476
Epoch 19: loss did not improve from 0.03556
195/400 [=============>................] - ETA: 1:57 - loss: 0.0693 - dice_coefficient: 0.9476
Epoch 19: loss did not improve from 0.03556
196/400 [=============>................] - ETA: 1:56 - loss: 0.0701 - dice_coefficient: 0.9469
Epoch 19: loss did not improve from 0.03556
197/400 [=============>................] - ETA: 1:56 - loss: 0.0698 - dice_coefficient: 0.9471
Epoch 19: loss did not improve from 0.03556
198/400 [=============>................] - ETA: 1:55 - loss: 0.0696 - dice_coefficient: 0.9473
Epoch 19: loss did not improve from 0.03556
199/400 [=============>................] - ETA: 1:55 - loss: 0.0702 - dice_coefficient: 0.9468
Epoch 19: loss did not improve from 0.03556
200/400 [==============>...............] - ETA: 1:54 - loss: 0.0699 - dice_coefficient: 0.9470
Epoch 19: loss did not improve from 0.03556
201/400 [==============>...............] - ETA: 1:54 - loss: 0.0697 - dice_coefficient: 0.9472
Epoch 19: loss did not improve from 0.03556
202/400 [==============>...............] - ETA: 1:53 - loss: 0.0696 - dice_coefficient: 0.9472
Epoch 19: loss did not improve from 0.03556
203/400 [==============>...............] - ETA: 1:52 - loss: 0.0696 - dice_coefficient: 0.9473
Epoch 19: loss did not improve from 0.03556
204/400 [==============>...............] - ETA: 1:52 - loss: 0.0695 - dice_coefficient: 0.9473
Epoch 19: loss did not improve from 0.03556
205/400 [==============>...............] - ETA: 1:51 - loss: 0.0693 - dice_coefficient: 0.9475
Epoch 19: loss did not improve from 0.03556
206/400 [==============>...............] - ETA: 1:51 - loss: 0.0691 - dice_coefficient: 0.9476
Epoch 19: loss did not improve from 0.03556
207/400 [==============>...............] - ETA: 1:50 - loss: 0.0690 - dice_coefficient: 0.9477
Epoch 19: loss did not improve from 0.03556
208/400 [==============>...............] - ETA: 1:49 - loss: 0.0689 - dice_coefficient: 0.9478
Epoch 19: loss did not improve from 0.03556
209/400 [==============>...............] - ETA: 1:49 - loss: 0.0689 - dice_coefficient: 0.9478
Epoch 19: loss did not improve from 0.03556
210/400 [==============>...............] - ETA: 1:48 - loss: 0.0687 - dice_coefficient: 0.9479
Epoch 19: loss did not improve from 0.03556
211/400 [==============>...............] - ETA: 1:48 - loss: 0.0685 - dice_coefficient: 0.9481
Epoch 19: loss did not improve from 0.03556
212/400 [==============>...............] - ETA: 1:47 - loss: 0.0687 - dice_coefficient: 0.9480
Epoch 19: loss did not improve from 0.03556
213/400 [==============>...............] - ETA: 1:47 - loss: 0.0685 - dice_coefficient: 0.9481
Epoch 19: loss did not improve from 0.03556
214/400 [===============>..............] - ETA: 1:46 - loss: 0.0684 - dice_coefficient: 0.9482
Epoch 19: loss did not improve from 0.03556
215/400 [===============>..............] - ETA: 1:46 - loss: 0.0685 - dice_coefficient: 0.9481
Epoch 19: loss did not improve from 0.03556
216/400 [===============>..............] - ETA: 1:45 - loss: 0.0689 - dice_coefficient: 0.9477
Epoch 19: loss did not improve from 0.03556
217/400 [===============>..............] - ETA: 1:44 - loss: 0.0687 - dice_coefficient: 0.9478
Epoch 19: loss did not improve from 0.03556
218/400 [===============>..............] - ETA: 1:44 - loss: 0.0687 - dice_coefficient: 0.9479
Epoch 19: loss did not improve from 0.03556
219/400 [===============>..............] - ETA: 1:43 - loss: 0.0684 - dice_coefficient: 0.9480
Epoch 19: loss did not improve from 0.03556
220/400 [===============>..............] - ETA: 1:43 - loss: 0.0682 - dice_coefficient: 0.9482
Epoch 19: loss did not improve from 0.03556
221/400 [===============>..............] - ETA: 1:42 - loss: 0.0688 - dice_coefficient: 0.9477
Epoch 19: loss did not improve from 0.03556
222/400 [===============>..............] - ETA: 1:41 - loss: 0.0687 - dice_coefficient: 0.9478
Epoch 19: loss did not improve from 0.03556
223/400 [===============>..............] - ETA: 1:41 - loss: 0.0685 - dice_coefficient: 0.9479
Epoch 19: loss did not improve from 0.03556
224/400 [===============>..............] - ETA: 1:40 - loss: 0.0684 - dice_coefficient: 0.9480
Epoch 19: loss did not improve from 0.03556
225/400 [===============>..............] - ETA: 1:40 - loss: 0.0683 - dice_coefficient: 0.9480
Epoch 19: loss did not improve from 0.03556
226/400 [===============>..............] - ETA: 1:39 - loss: 0.0683 - dice_coefficient: 0.9480
Epoch 19: loss did not improve from 0.03556
227/400 [================>.............] - ETA: 1:39 - loss: 0.0681 - dice_coefficient: 0.9482
Epoch 19: loss did not improve from 0.03556
228/400 [================>.............] - ETA: 1:38 - loss: 0.0679 - dice_coefficient: 0.9484
Epoch 19: loss did not improve from 0.03556
229/400 [================>.............] - ETA: 1:38 - loss: 0.0680 - dice_coefficient: 0.9482
Epoch 19: loss did not improve from 0.03556
230/400 [================>.............] - ETA: 1:37 - loss: 0.0679 - dice_coefficient: 0.9483
Epoch 19: loss did not improve from 0.03556
231/400 [================>.............] - ETA: 1:36 - loss: 0.0685 - dice_coefficient: 0.9478
Epoch 19: loss did not improve from 0.03556
232/400 [================>.............] - ETA: 1:36 - loss: 0.0684 - dice_coefficient: 0.9479
Epoch 19: loss did not improve from 0.03556
233/400 [================>.............] - ETA: 1:35 - loss: 0.0683 - dice_coefficient: 0.9480
Epoch 19: loss did not improve from 0.03556
234/400 [================>.............] - ETA: 1:35 - loss: 0.0686 - dice_coefficient: 0.9476
Epoch 19: loss did not improve from 0.03556
235/400 [================>.............] - ETA: 1:34 - loss: 0.0685 - dice_coefficient: 0.9477
Epoch 19: loss did not improve from 0.03556
236/400 [================>.............] - ETA: 1:33 - loss: 0.0684 - dice_coefficient: 0.9478
Epoch 19: loss did not improve from 0.03556
237/400 [================>.............] - ETA: 1:33 - loss: 0.0683 - dice_coefficient: 0.9478
Epoch 19: loss did not improve from 0.03556
238/400 [================>.............] - ETA: 1:32 - loss: 0.0686 - dice_coefficient: 0.9478
Epoch 19: loss did not improve from 0.03556
239/400 [================>.............] - ETA: 1:32 - loss: 0.0685 - dice_coefficient: 0.9479
Epoch 19: loss did not improve from 0.03556
240/400 [=================>............] - ETA: 1:31 - loss: 0.0684 - dice_coefficient: 0.9480
Epoch 19: loss did not improve from 0.03556
241/400 [=================>............] - ETA: 1:31 - loss: 0.0686 - dice_coefficient: 0.9477
Epoch 19: loss did not improve from 0.03556
242/400 [=================>............] - ETA: 1:30 - loss: 0.0705 - dice_coefficient: 0.9463
Epoch 19: loss did not improve from 0.03556
243/400 [=================>............] - ETA: 1:29 - loss: 0.0703 - dice_coefficient: 0.9464
Epoch 19: loss did not improve from 0.03556
244/400 [=================>............] - ETA: 1:29 - loss: 0.0707 - dice_coefficient: 0.9461
Epoch 19: loss did not improve from 0.03556
245/400 [=================>............] - ETA: 1:28 - loss: 0.0709 - dice_coefficient: 0.9460
Epoch 19: loss did not improve from 0.03556
246/400 [=================>............] - ETA: 1:28 - loss: 0.0708 - dice_coefficient: 0.9460
Epoch 19: loss did not improve from 0.03556
247/400 [=================>............] - ETA: 1:27 - loss: 0.0707 - dice_coefficient: 0.9461
Epoch 19: loss did not improve from 0.03556
248/400 [=================>............] - ETA: 1:27 - loss: 0.0707 - dice_coefficient: 0.9461
Epoch 19: loss did not improve from 0.03556
249/400 [=================>............] - ETA: 1:26 - loss: 0.0706 - dice_coefficient: 0.9462
Epoch 19: loss did not improve from 0.03556
250/400 [=================>............] - ETA: 1:25 - loss: 0.0704 - dice_coefficient: 0.9463
Epoch 19: loss did not improve from 0.03556
251/400 [=================>............] - ETA: 1:25 - loss: 0.0703 - dice_coefficient: 0.9465
Epoch 19: loss did not improve from 0.03556
252/400 [=================>............] - ETA: 1:24 - loss: 0.0702 - dice_coefficient: 0.9465
Epoch 19: loss did not improve from 0.03556
253/400 [=================>............] - ETA: 1:24 - loss: 0.0702 - dice_coefficient: 0.9465
Epoch 19: loss did not improve from 0.03556
254/400 [==================>...........] - ETA: 1:23 - loss: 0.0701 - dice_coefficient: 0.9466
Epoch 19: loss did not improve from 0.03556
255/400 [==================>...........] - ETA: 1:23 - loss: 0.0700 - dice_coefficient: 0.9466
Epoch 19: loss did not improve from 0.03556
256/400 [==================>...........] - ETA: 1:22 - loss: 0.0699 - dice_coefficient: 0.9467
Epoch 19: loss did not improve from 0.03556
257/400 [==================>...........] - ETA: 1:21 - loss: 0.0701 - dice_coefficient: 0.9466
Epoch 19: loss did not improve from 0.03556
258/400 [==================>...........] - ETA: 1:21 - loss: 0.0700 - dice_coefficient: 0.9466
Epoch 19: loss did not improve from 0.03556
259/400 [==================>...........] - ETA: 1:20 - loss: 0.0701 - dice_coefficient: 0.9466
Epoch 19: loss did not improve from 0.03556
260/400 [==================>...........] - ETA: 1:20 - loss: 0.0701 - dice_coefficient: 0.9465
Epoch 19: loss did not improve from 0.03556
261/400 [==================>...........] - ETA: 1:19 - loss: 0.0712 - dice_coefficient: 0.9457
Epoch 19: loss did not improve from 0.03556
262/400 [==================>...........] - ETA: 1:19 - loss: 0.0711 - dice_coefficient: 0.9458
Epoch 19: loss did not improve from 0.03556
263/400 [==================>...........] - ETA: 1:18 - loss: 0.0710 - dice_coefficient: 0.9459
Epoch 19: loss did not improve from 0.03556
264/400 [==================>...........] - ETA: 1:17 - loss: 0.0708 - dice_coefficient: 0.9460
Epoch 19: loss did not improve from 0.03556
265/400 [==================>...........] - ETA: 1:17 - loss: 0.0710 - dice_coefficient: 0.9459
Epoch 19: loss did not improve from 0.03556
266/400 [==================>...........] - ETA: 1:16 - loss: 0.0709 - dice_coefficient: 0.9460
Epoch 19: loss did not improve from 0.03556
267/400 [===================>..........] - ETA: 1:16 - loss: 0.0708 - dice_coefficient: 0.9461
Epoch 19: loss did not improve from 0.03556
268/400 [===================>..........] - ETA: 1:15 - loss: 0.0706 - dice_coefficient: 0.9462
Epoch 19: loss did not improve from 0.03556
269/400 [===================>..........] - ETA: 1:15 - loss: 0.0704 - dice_coefficient: 0.9463
Epoch 19: loss did not improve from 0.03556
270/400 [===================>..........] - ETA: 1:14 - loss: 0.0706 - dice_coefficient: 0.9461
Epoch 19: loss did not improve from 0.03556
271/400 [===================>..........] - ETA: 1:13 - loss: 0.0705 - dice_coefficient: 0.9462
Epoch 19: loss did not improve from 0.03556
272/400 [===================>..........] - ETA: 1:13 - loss: 0.0703 - dice_coefficient: 0.9463
Epoch 19: loss did not improve from 0.03556
273/400 [===================>..........] - ETA: 1:12 - loss: 0.0702 - dice_coefficient: 0.9464
Epoch 19: loss did not improve from 0.03556
274/400 [===================>..........] - ETA: 1:12 - loss: 0.0705 - dice_coefficient: 0.9462
Epoch 19: loss did not improve from 0.03556
275/400 [===================>..........] - ETA: 1:11 - loss: 0.0704 - dice_coefficient: 0.9462
Epoch 19: loss did not improve from 0.03556
276/400 [===================>..........] - ETA: 1:11 - loss: 0.0706 - dice_coefficient: 0.9460
Epoch 19: loss did not improve from 0.03556
277/400 [===================>..........] - ETA: 1:10 - loss: 0.0709 - dice_coefficient: 0.9457
Epoch 19: loss did not improve from 0.03556
278/400 [===================>..........] - ETA: 1:09 - loss: 0.0708 - dice_coefficient: 0.9458
Epoch 19: loss did not improve from 0.03556
279/400 [===================>..........] - ETA: 1:09 - loss: 0.0712 - dice_coefficient: 0.9455
Epoch 19: loss did not improve from 0.03556
280/400 [====================>.........] - ETA: 1:08 - loss: 0.0710 - dice_coefficient: 0.9456
Epoch 19: loss did not improve from 0.03556
281/400 [====================>.........] - ETA: 1:08 - loss: 0.0710 - dice_coefficient: 0.9457
Epoch 19: loss did not improve from 0.03556
282/400 [====================>.........] - ETA: 1:07 - loss: 0.0709 - dice_coefficient: 0.9458
Epoch 19: loss did not improve from 0.03556
283/400 [====================>.........] - ETA: 1:07 - loss: 0.0708 - dice_coefficient: 0.9459
Epoch 19: loss did not improve from 0.03556
284/400 [====================>.........] - ETA: 1:06 - loss: 0.0711 - dice_coefficient: 0.9456
Epoch 19: loss did not improve from 0.03556
285/400 [====================>.........] - ETA: 1:05 - loss: 0.0711 - dice_coefficient: 0.9456
Epoch 19: loss did not improve from 0.03556
286/400 [====================>.........] - ETA: 1:05 - loss: 0.0711 - dice_coefficient: 0.9456
Epoch 19: loss did not improve from 0.03556
287/400 [====================>.........] - ETA: 1:04 - loss: 0.0711 - dice_coefficient: 0.9455
Epoch 19: loss did not improve from 0.03556
288/400 [====================>.........] - ETA: 1:04 - loss: 0.0711 - dice_coefficient: 0.9455
Epoch 19: loss did not improve from 0.03556
289/400 [====================>.........] - ETA: 1:03 - loss: 0.0710 - dice_coefficient: 0.9456
Epoch 19: loss did not improve from 0.03556
290/400 [====================>.........] - ETA: 1:03 - loss: 0.0709 - dice_coefficient: 0.9457
Epoch 19: loss did not improve from 0.03556
291/400 [====================>.........] - ETA: 1:02 - loss: 0.0707 - dice_coefficient: 0.9458
Epoch 19: loss did not improve from 0.03556
292/400 [====================>.........] - ETA: 1:01 - loss: 0.0708 - dice_coefficient: 0.9457
Epoch 19: loss did not improve from 0.03556
293/400 [====================>.........] - ETA: 1:01 - loss: 0.0707 - dice_coefficient: 0.9458
Epoch 19: loss did not improve from 0.03556
294/400 [=====================>........] - ETA: 1:00 - loss: 0.0706 - dice_coefficient: 0.9459
Epoch 19: loss did not improve from 0.03556
295/400 [=====================>........] - ETA: 1:00 - loss: 0.0707 - dice_coefficient: 0.9458
Epoch 19: loss did not improve from 0.03556
296/400 [=====================>........] - ETA: 59s - loss: 0.0706 - dice_coefficient: 0.9459 
Epoch 19: loss did not improve from 0.03556
297/400 [=====================>........] - ETA: 58s - loss: 0.0705 - dice_coefficient: 0.9459
Epoch 19: loss did not improve from 0.03556
298/400 [=====================>........] - ETA: 58s - loss: 0.0704 - dice_coefficient: 0.9460
Epoch 19: loss did not improve from 0.03556
299/400 [=====================>........] - ETA: 57s - loss: 0.0703 - dice_coefficient: 0.9461
Epoch 19: loss did not improve from 0.03556
300/400 [=====================>........] - ETA: 57s - loss: 0.0702 - dice_coefficient: 0.9461
Epoch 19: loss did not improve from 0.03556
301/400 [=====================>........] - ETA: 56s - loss: 0.0701 - dice_coefficient: 0.9462
Epoch 19: loss did not improve from 0.03556
302/400 [=====================>........] - ETA: 56s - loss: 0.0701 - dice_coefficient: 0.9462
Epoch 19: loss did not improve from 0.03556
303/400 [=====================>........] - ETA: 55s - loss: 0.0700 - dice_coefficient: 0.9463
Epoch 19: loss did not improve from 0.03556
304/400 [=====================>........] - ETA: 55s - loss: 0.0700 - dice_coefficient: 0.9464
Epoch 19: loss did not improve from 0.03556
305/400 [=====================>........] - ETA: 54s - loss: 0.0698 - dice_coefficient: 0.9465
Epoch 19: loss did not improve from 0.03556
306/400 [=====================>........] - ETA: 53s - loss: 0.0697 - dice_coefficient: 0.9466
Epoch 19: loss did not improve from 0.03556
307/400 [======================>.......] - ETA: 53s - loss: 0.0701 - dice_coefficient: 0.9462
Epoch 19: loss did not improve from 0.03556
308/400 [======================>.......] - ETA: 52s - loss: 0.0703 - dice_coefficient: 0.9461
Epoch 19: loss did not improve from 0.03556
309/400 [======================>.......] - ETA: 52s - loss: 0.0702 - dice_coefficient: 0.9462
Epoch 19: loss did not improve from 0.03556
310/400 [======================>.......] - ETA: 51s - loss: 0.0700 - dice_coefficient: 0.9463
Epoch 19: loss did not improve from 0.03556
311/400 [======================>.......] - ETA: 51s - loss: 0.0702 - dice_coefficient: 0.9462
Epoch 19: loss did not improve from 0.03556
312/400 [======================>.......] - ETA: 50s - loss: 0.0702 - dice_coefficient: 0.9463
Epoch 19: loss did not improve from 0.03556
313/400 [======================>.......] - ETA: 49s - loss: 0.0701 - dice_coefficient: 0.9464
Epoch 19: loss did not improve from 0.03556
314/400 [======================>.......] - ETA: 49s - loss: 0.0699 - dice_coefficient: 0.9465
Epoch 19: loss did not improve from 0.03556
315/400 [======================>.......] - ETA: 48s - loss: 0.0698 - dice_coefficient: 0.9466
Epoch 19: loss did not improve from 0.03556
316/400 [======================>.......] - ETA: 48s - loss: 0.0696 - dice_coefficient: 0.9468
Epoch 19: loss did not improve from 0.03556
317/400 [======================>.......] - ETA: 47s - loss: 0.0701 - dice_coefficient: 0.9463
Epoch 19: loss did not improve from 0.03556
318/400 [======================>.......] - ETA: 47s - loss: 0.0700 - dice_coefficient: 0.9464
Epoch 19: loss did not improve from 0.03556
319/400 [======================>.......] - ETA: 46s - loss: 0.0700 - dice_coefficient: 0.9464
Epoch 19: loss did not improve from 0.03556
320/400 [=======================>......] - ETA: 45s - loss: 0.0699 - dice_coefficient: 0.9465
Epoch 19: loss did not improve from 0.03556
321/400 [=======================>......] - ETA: 45s - loss: 0.0703 - dice_coefficient: 0.9461
Epoch 19: loss did not improve from 0.03556
322/400 [=======================>......] - ETA: 44s - loss: 0.0702 - dice_coefficient: 0.9462
Epoch 19: loss did not improve from 0.03556
323/400 [=======================>......] - ETA: 44s - loss: 0.0700 - dice_coefficient: 0.9463
Epoch 19: loss did not improve from 0.03556
324/400 [=======================>......] - ETA: 43s - loss: 0.0699 - dice_coefficient: 0.9464
Epoch 19: loss did not improve from 0.03556
325/400 [=======================>......] - ETA: 43s - loss: 0.0701 - dice_coefficient: 0.9462
Epoch 19: loss did not improve from 0.03556
326/400 [=======================>......] - ETA: 42s - loss: 0.0708 - dice_coefficient: 0.9456
Epoch 19: loss did not improve from 0.03556
327/400 [=======================>......] - ETA: 41s - loss: 0.0711 - dice_coefficient: 0.9455
Epoch 19: loss did not improve from 0.03556
328/400 [=======================>......] - ETA: 41s - loss: 0.0709 - dice_coefficient: 0.9456
Epoch 19: loss did not improve from 0.03556
329/400 [=======================>......] - ETA: 40s - loss: 0.0711 - dice_coefficient: 0.9454
Epoch 19: loss did not improve from 0.03556
330/400 [=======================>......] - ETA: 40s - loss: 0.0711 - dice_coefficient: 0.9454
Epoch 19: loss did not improve from 0.03556
331/400 [=======================>......] - ETA: 39s - loss: 0.0710 - dice_coefficient: 0.9454
Epoch 19: loss did not improve from 0.03556
332/400 [=======================>......] - ETA: 39s - loss: 0.1195 - dice_coefficient: 0.9426
Epoch 19: loss did not improve from 0.03556
333/400 [=======================>......] - ETA: 38s - loss: 0.1193 - dice_coefficient: 0.9427
Epoch 19: loss did not improve from 0.03556
334/400 [========================>.....] - ETA: 37s - loss: 0.1191 - dice_coefficient: 0.9427
Epoch 19: loss did not improve from 0.03556
335/400 [========================>.....] - ETA: 37s - loss: 0.1190 - dice_coefficient: 0.9427
Epoch 19: loss did not improve from 0.03556
336/400 [========================>.....] - ETA: 36s - loss: 0.1196 - dice_coefficient: 0.9421
Epoch 19: loss did not improve from 0.03556
337/400 [========================>.....] - ETA: 36s - loss: 0.1194 - dice_coefficient: 0.9421
Epoch 19: loss did not improve from 0.03556
338/400 [========================>.....] - ETA: 35s - loss: 0.1191 - dice_coefficient: 0.9422
Epoch 19: loss did not improve from 0.03556
339/400 [========================>.....] - ETA: 35s - loss: 0.1189 - dice_coefficient: 0.9423
Epoch 19: loss did not improve from 0.03556
340/400 [========================>.....] - ETA: 34s - loss: 0.1190 - dice_coefficient: 0.9420
Epoch 19: loss did not improve from 0.03556
341/400 [========================>.....] - ETA: 33s - loss: 0.1188 - dice_coefficient: 0.9422
Epoch 19: loss did not improve from 0.03556
342/400 [========================>.....] - ETA: 33s - loss: 0.1185 - dice_coefficient: 0.9423
Epoch 19: loss did not improve from 0.03556
343/400 [========================>.....] - ETA: 32s - loss: 0.1182 - dice_coefficient: 0.9424
Epoch 19: loss did not improve from 0.03556
344/400 [========================>.....] - ETA: 32s - loss: 0.1181 - dice_coefficient: 0.9424
Epoch 19: loss did not improve from 0.03556
345/400 [========================>.....] - ETA: 31s - loss: 0.1179 - dice_coefficient: 0.9425
Epoch 19: loss did not improve from 0.03556
346/400 [========================>.....] - ETA: 30s - loss: 0.1177 - dice_coefficient: 0.9425
Epoch 19: loss did not improve from 0.03556
347/400 [=========================>....] - ETA: 30s - loss: 0.1175 - dice_coefficient: 0.9426
Epoch 19: loss did not improve from 0.03556
348/400 [=========================>....] - ETA: 29s - loss: 0.1173 - dice_coefficient: 0.9427
Epoch 19: loss did not improve from 0.03556
349/400 [=========================>....] - ETA: 29s - loss: 0.1171 - dice_coefficient: 0.9428
Epoch 19: loss did not improve from 0.03556
350/400 [=========================>....] - ETA: 28s - loss: 0.1169 - dice_coefficient: 0.9428
Epoch 19: loss did not improve from 0.03556
351/400 [=========================>....] - ETA: 28s - loss: 0.1167 - dice_coefficient: 0.9429
Epoch 19: loss did not improve from 0.03556
352/400 [=========================>....] - ETA: 27s - loss: 0.1165 - dice_coefficient: 0.9430
Epoch 19: loss did not improve from 0.03556
353/400 [=========================>....] - ETA: 26s - loss: 0.1163 - dice_coefficient: 0.9430
Epoch 19: loss did not improve from 0.03556
354/400 [=========================>....] - ETA: 26s - loss: 0.1161 - dice_coefficient: 0.9431
Epoch 19: loss did not improve from 0.03556
355/400 [=========================>....] - ETA: 25s - loss: 0.1159 - dice_coefficient: 0.9431
Epoch 19: loss did not improve from 0.03556
356/400 [=========================>....] - ETA: 25s - loss: 0.1157 - dice_coefficient: 0.9432
Epoch 19: loss did not improve from 0.03556
357/400 [=========================>....] - ETA: 24s - loss: 0.1155 - dice_coefficient: 0.9433
Epoch 19: loss did not improve from 0.03556
358/400 [=========================>....] - ETA: 24s - loss: 0.1153 - dice_coefficient: 0.9434
Epoch 19: loss did not improve from 0.03556
359/400 [=========================>....] - ETA: 23s - loss: 0.1151 - dice_coefficient: 0.9434
Epoch 19: loss did not improve from 0.03556
360/400 [==========================>...] - ETA: 22s - loss: 0.1149 - dice_coefficient: 0.9435
Epoch 19: loss did not improve from 0.03556
361/400 [==========================>...] - ETA: 22s - loss: 0.1148 - dice_coefficient: 0.9436
Epoch 19: loss did not improve from 0.03556
362/400 [==========================>...] - ETA: 21s - loss: 0.1146 - dice_coefficient: 0.9437
Epoch 19: loss did not improve from 0.03556
363/400 [==========================>...] - ETA: 21s - loss: 0.1143 - dice_coefficient: 0.9438
Epoch 19: loss did not improve from 0.03556
364/400 [==========================>...] - ETA: 20s - loss: 0.1142 - dice_coefficient: 0.9438
Epoch 19: loss did not improve from 0.03556
365/400 [==========================>...] - ETA: 20s - loss: 0.1140 - dice_coefficient: 0.9438
Epoch 19: loss did not improve from 0.03556
366/400 [==========================>...] - ETA: 19s - loss: 0.1144 - dice_coefficient: 0.9435
Epoch 19: loss did not improve from 0.03556
367/400 [==========================>...] - ETA: 18s - loss: 0.1142 - dice_coefficient: 0.9435
Epoch 19: loss did not improve from 0.03556
368/400 [==========================>...] - ETA: 18s - loss: 0.1140 - dice_coefficient: 0.9437
Epoch 19: loss did not improve from 0.03556
369/400 [==========================>...] - ETA: 17s - loss: 0.1137 - dice_coefficient: 0.9438
Epoch 19: loss did not improve from 0.03556
370/400 [==========================>...] - ETA: 17s - loss: 0.1136 - dice_coefficient: 0.9438
Epoch 19: loss did not improve from 0.03556
371/400 [==========================>...] - ETA: 16s - loss: 0.1133 - dice_coefficient: 0.9440
Epoch 19: loss did not improve from 0.03556
372/400 [==========================>...] - ETA: 16s - loss: 0.1131 - dice_coefficient: 0.9440
Epoch 19: loss did not improve from 0.03556
373/400 [==========================>...] - ETA: 15s - loss: 0.1129 - dice_coefficient: 0.9441
Epoch 19: loss did not improve from 0.03556
374/400 [===========================>..] - ETA: 14s - loss: 0.1129 - dice_coefficient: 0.9440
Epoch 19: loss did not improve from 0.03556
375/400 [===========================>..] - ETA: 14s - loss: 0.1128 - dice_coefficient: 0.9440
Epoch 19: loss did not improve from 0.03556
376/400 [===========================>..] - ETA: 13s - loss: 0.1126 - dice_coefficient: 0.9440
Epoch 19: loss did not improve from 0.03556
377/400 [===========================>..] - ETA: 13s - loss: 0.1125 - dice_coefficient: 0.9441
Epoch 19: loss did not improve from 0.03556
378/400 [===========================>..] - ETA: 12s - loss: 0.1124 - dice_coefficient: 0.9442
Epoch 19: loss did not improve from 0.03556
379/400 [===========================>..] - ETA: 12s - loss: 0.1122 - dice_coefficient: 0.9443
Epoch 19: loss did not improve from 0.03556
380/400 [===========================>..] - ETA: 11s - loss: 0.1119 - dice_coefficient: 0.9444
Epoch 19: loss did not improve from 0.03556
381/400 [===========================>..] - ETA: 10s - loss: 0.1118 - dice_coefficient: 0.9444
Epoch 19: loss did not improve from 0.03556
382/400 [===========================>..] - ETA: 10s - loss: 0.1117 - dice_coefficient: 0.9444
Epoch 19: loss did not improve from 0.03556
383/400 [===========================>..] - ETA: 9s - loss: 0.1116 - dice_coefficient: 0.9444 
Epoch 19: loss did not improve from 0.03556
384/400 [===========================>..] - ETA: 9s - loss: 0.1115 - dice_coefficient: 0.9444
Epoch 19: loss did not improve from 0.03556
385/400 [===========================>..] - ETA: 8s - loss: 0.1113 - dice_coefficient: 0.9445
Epoch 19: loss did not improve from 0.03556
386/400 [===========================>..] - ETA: 8s - loss: 0.1111 - dice_coefficient: 0.9446
Epoch 19: loss did not improve from 0.03556
387/400 [============================>.] - ETA: 7s - loss: 0.1109 - dice_coefficient: 0.9447
Epoch 19: loss did not improve from 0.03556
388/400 [============================>.] - ETA: 6s - loss: 0.1109 - dice_coefficient: 0.9446
Epoch 19: loss did not improve from 0.03556
389/400 [============================>.] - ETA: 6s - loss: 0.1107 - dice_coefficient: 0.9446
Epoch 19: loss did not improve from 0.03556
390/400 [============================>.] - ETA: 5s - loss: 0.1105 - dice_coefficient: 0.9447
Epoch 19: loss did not improve from 0.03556
391/400 [============================>.] - ETA: 5s - loss: 0.1103 - dice_coefficient: 0.9448
Epoch 19: loss did not improve from 0.03556
392/400 [============================>.] - ETA: 4s - loss: 0.1101 - dice_coefficient: 0.9449
Epoch 19: loss did not improve from 0.03556
393/400 [============================>.] - ETA: 4s - loss: 0.1099 - dice_coefficient: 0.9450
Epoch 19: loss did not improve from 0.03556
394/400 [============================>.] - ETA: 3s - loss: 0.1098 - dice_coefficient: 0.9449
Epoch 19: loss did not improve from 0.03556
395/400 [============================>.] - ETA: 2s - loss: 0.1097 - dice_coefficient: 0.9450
Epoch 19: loss did not improve from 0.03556
396/400 [============================>.] - ETA: 2s - loss: 0.1097 - dice_coefficient: 0.9450
Epoch 19: loss did not improve from 0.03556
397/400 [============================>.] - ETA: 1s - loss: 0.1096 - dice_coefficient: 0.9451
Epoch 19: loss did not improve from 0.03556
398/400 [============================>.] - ETA: 1s - loss: 0.1095 - dice_coefficient: 0.9451
Epoch 19: loss did not improve from 0.03556
399/400 [============================>.] - ETA: 0s - loss: 0.1095 - dice_coefficient: 0.9451
Epoch 19: loss did not improve from 0.03556
400/400 [==============================] - 230s 576ms/step - loss: 0.1093 - dice_coefficient: 0.9452 - val_loss: 0.7015 - val_dice_coefficient: 0.6643 - lr: 2.0000e-05
Epoch 20/30

Epoch 20: loss did not improve from 0.03556
  1/400 [..............................] - ETA: 3:44 - loss: 0.0797 - dice_coefficient: 0.9638
Epoch 20: loss did not improve from 0.03556
  2/400 [..............................] - ETA: 3:57 - loss: 0.1262 - dice_coefficient: 0.9067
Epoch 20: loss did not improve from 0.03556
  3/400 [..............................] - ETA: 3:57 - loss: 0.1041 - dice_coefficient: 0.9208
Epoch 20: loss did not improve from 0.03556
  4/400 [..............................] - ETA: 3:56 - loss: 0.0897 - dice_coefficient: 0.9346
Epoch 20: loss did not improve from 0.03556
  5/400 [..............................] - ETA: 3:58 - loss: 0.0790 - dice_coefficient: 0.9423
Epoch 20: loss did not improve from 0.03556
  6/400 [..............................] - ETA: 3:56 - loss: 0.0895 - dice_coefficient: 0.9352
Epoch 20: loss did not improve from 0.03556
  7/400 [..............................] - ETA: 3:55 - loss: 0.0889 - dice_coefficient: 0.9349
Epoch 20: loss did not improve from 0.03556
  8/400 [..............................] - ETA: 3:53 - loss: 0.0842 - dice_coefficient: 0.9389
Epoch 20: loss did not improve from 0.03556
  9/400 [..............................] - ETA: 3:51 - loss: 0.0792 - dice_coefficient: 0.9437
Epoch 20: loss did not improve from 0.03556
 10/400 [..............................] - ETA: 3:51 - loss: 0.0758 - dice_coefficient: 0.9464
Epoch 20: loss did not improve from 0.03556
 11/400 [..............................] - ETA: 3:49 - loss: 0.1024 - dice_coefficient: 0.9272
Epoch 20: loss did not improve from 0.03556
 12/400 [..............................] - ETA: 3:48 - loss: 0.1047 - dice_coefficient: 0.9235
Epoch 20: loss did not improve from 0.03556
 13/400 [..............................] - ETA: 3:46 - loss: 0.1014 - dice_coefficient: 0.9253
Epoch 20: loss did not improve from 0.03556
 14/400 [>.............................] - ETA: 3:46 - loss: 0.0960 - dice_coefficient: 0.9295
Epoch 20: loss did not improve from 0.03556
 15/400 [>.............................] - ETA: 3:45 - loss: 0.1114 - dice_coefficient: 0.9167
Epoch 20: loss did not improve from 0.03556
 16/400 [>.............................] - ETA: 3:43 - loss: 0.1326 - dice_coefficient: 0.8997
Epoch 20: loss did not improve from 0.03556
 17/400 [>.............................] - ETA: 3:43 - loss: 0.1286 - dice_coefficient: 0.9028
Epoch 20: loss did not improve from 0.03556
 18/400 [>.............................] - ETA: 3:42 - loss: 0.1228 - dice_coefficient: 0.9072
Epoch 20: loss did not improve from 0.03556
 19/400 [>.............................] - ETA: 3:41 - loss: 0.1180 - dice_coefficient: 0.9111
Epoch 20: loss did not improve from 0.03556
 20/400 [>.............................] - ETA: 3:40 - loss: 0.1145 - dice_coefficient: 0.9133
Epoch 20: loss did not improve from 0.03556
 21/400 [>.............................] - ETA: 3:39 - loss: 0.1163 - dice_coefficient: 0.9111
Epoch 20: loss did not improve from 0.03556
 22/400 [>.............................] - ETA: 3:39 - loss: 0.1129 - dice_coefficient: 0.9138
Epoch 20: loss did not improve from 0.03556
 23/400 [>.............................] - ETA: 3:38 - loss: 0.1124 - dice_coefficient: 0.9135
Epoch 20: loss did not improve from 0.03556
 24/400 [>.............................] - ETA: 3:37 - loss: 0.1082 - dice_coefficient: 0.9167
Epoch 20: loss did not improve from 0.03556
 25/400 [>.............................] - ETA: 3:37 - loss: 0.1072 - dice_coefficient: 0.9171
Epoch 20: loss did not improve from 0.03556
 26/400 [>.............................] - ETA: 3:36 - loss: 0.1074 - dice_coefficient: 0.9166
Epoch 20: loss did not improve from 0.03556
 27/400 [=>............................] - ETA: 3:35 - loss: 0.1041 - dice_coefficient: 0.9192
Epoch 20: loss did not improve from 0.03556
 28/400 [=>............................] - ETA: 3:35 - loss: 0.1016 - dice_coefficient: 0.9210
Epoch 20: loss did not improve from 0.03556
 29/400 [=>............................] - ETA: 3:34 - loss: 0.1001 - dice_coefficient: 0.9222
Epoch 20: loss did not improve from 0.03556
 30/400 [=>............................] - ETA: 3:34 - loss: 0.0988 - dice_coefficient: 0.9234
Epoch 20: loss did not improve from 0.03556
 31/400 [=>............................] - ETA: 3:33 - loss: 0.0999 - dice_coefficient: 0.9223
Epoch 20: loss did not improve from 0.03556
 32/400 [=>............................] - ETA: 3:32 - loss: 0.0982 - dice_coefficient: 0.9237
Epoch 20: loss did not improve from 0.03556
 33/400 [=>............................] - ETA: 3:31 - loss: 0.0985 - dice_coefficient: 0.9232
Epoch 20: loss did not improve from 0.03556
 34/400 [=>............................] - ETA: 3:31 - loss: 0.1032 - dice_coefficient: 0.9190
Epoch 20: loss did not improve from 0.03556
 35/400 [=>............................] - ETA: 3:30 - loss: 0.1012 - dice_coefficient: 0.9206
Epoch 20: loss did not improve from 0.03556
 36/400 [=>............................] - ETA: 3:30 - loss: 0.1074 - dice_coefficient: 0.9154
Epoch 20: loss did not improve from 0.03556
 37/400 [=>............................] - ETA: 3:29 - loss: 0.1060 - dice_coefficient: 0.9167
Epoch 20: loss did not improve from 0.03556
 38/400 [=>............................] - ETA: 3:28 - loss: 0.1049 - dice_coefficient: 0.9174
Epoch 20: loss did not improve from 0.03556
 39/400 [=>............................] - ETA: 3:28 - loss: 0.1050 - dice_coefficient: 0.9179
Epoch 20: loss did not improve from 0.03556
 40/400 [==>...........................] - ETA: 3:27 - loss: 0.1046 - dice_coefficient: 0.9189
Epoch 20: loss did not improve from 0.03556
 41/400 [==>...........................] - ETA: 3:26 - loss: 0.1030 - dice_coefficient: 0.9201
Epoch 20: loss did not improve from 0.03556
 42/400 [==>...........................] - ETA: 3:26 - loss: 0.1013 - dice_coefficient: 0.9214
Epoch 20: loss did not improve from 0.03556
 43/400 [==>...........................] - ETA: 3:25 - loss: 0.0999 - dice_coefficient: 0.9226
Epoch 20: loss did not improve from 0.03556
 44/400 [==>...........................] - ETA: 3:25 - loss: 0.0981 - dice_coefficient: 0.9241
Epoch 20: loss did not improve from 0.03556
 45/400 [==>...........................] - ETA: 3:24 - loss: 0.0966 - dice_coefficient: 0.9254
Epoch 20: loss did not improve from 0.03556
 46/400 [==>...........................] - ETA: 3:23 - loss: 0.0958 - dice_coefficient: 0.9258
Epoch 20: loss did not improve from 0.03556
 47/400 [==>...........................] - ETA: 3:23 - loss: 0.0945 - dice_coefficient: 0.9270
Epoch 20: loss did not improve from 0.03556
 48/400 [==>...........................] - ETA: 3:22 - loss: 0.0930 - dice_coefficient: 0.9282
Epoch 20: loss did not improve from 0.03556
 49/400 [==>...........................] - ETA: 3:22 - loss: 0.0929 - dice_coefficient: 0.9287
Epoch 20: loss did not improve from 0.03556
 50/400 [==>...........................] - ETA: 3:21 - loss: 0.0916 - dice_coefficient: 0.9296
Epoch 20: loss did not improve from 0.03556
 51/400 [==>...........................] - ETA: 3:21 - loss: 0.0907 - dice_coefficient: 0.9304
Epoch 20: loss did not improve from 0.03556
 52/400 [==>...........................] - ETA: 3:20 - loss: 0.0895 - dice_coefficient: 0.9314
Epoch 20: loss did not improve from 0.03556
 53/400 [==>...........................] - ETA: 3:19 - loss: 0.0890 - dice_coefficient: 0.9319
Epoch 20: loss did not improve from 0.03556
 54/400 [===>..........................] - ETA: 3:19 - loss: 0.0881 - dice_coefficient: 0.9326
Epoch 20: loss did not improve from 0.03556
 55/400 [===>..........................] - ETA: 3:18 - loss: 0.0872 - dice_coefficient: 0.9334
Epoch 20: loss did not improve from 0.03556
 56/400 [===>..........................] - ETA: 3:17 - loss: 0.0868 - dice_coefficient: 0.9335
Epoch 20: loss did not improve from 0.03556
 57/400 [===>..........................] - ETA: 3:17 - loss: 0.0858 - dice_coefficient: 0.9344
Epoch 20: loss did not improve from 0.03556
 58/400 [===>..........................] - ETA: 3:16 - loss: 0.0853 - dice_coefficient: 0.9346
Epoch 20: loss did not improve from 0.03556
 59/400 [===>..........................] - ETA: 3:16 - loss: 0.0882 - dice_coefficient: 0.9320
Epoch 20: loss did not improve from 0.03556
 60/400 [===>..........................] - ETA: 3:15 - loss: 0.0890 - dice_coefficient: 0.9311
Epoch 20: loss did not improve from 0.03556
 61/400 [===>..........................] - ETA: 3:15 - loss: 0.0885 - dice_coefficient: 0.9316
Epoch 20: loss did not improve from 0.03556
 62/400 [===>..........................] - ETA: 3:14 - loss: 0.0886 - dice_coefficient: 0.9317
Epoch 20: loss did not improve from 0.03556
 63/400 [===>..........................] - ETA: 3:13 - loss: 0.0878 - dice_coefficient: 0.9323
Epoch 20: loss did not improve from 0.03556
 64/400 [===>..........................] - ETA: 3:13 - loss: 0.0871 - dice_coefficient: 0.9329
Epoch 20: loss did not improve from 0.03556
 65/400 [===>..........................] - ETA: 3:12 - loss: 0.0864 - dice_coefficient: 0.9336
Epoch 20: loss did not improve from 0.03556
 66/400 [===>..........................] - ETA: 3:12 - loss: 0.0858 - dice_coefficient: 0.9340
Epoch 20: loss did not improve from 0.03556
 67/400 [====>.........................] - ETA: 3:11 - loss: 0.0849 - dice_coefficient: 0.9346
Epoch 20: loss did not improve from 0.03556
 68/400 [====>.........................] - ETA: 3:10 - loss: 0.0841 - dice_coefficient: 0.9352
Epoch 20: loss did not improve from 0.03556
 69/400 [====>.........................] - ETA: 3:10 - loss: 0.0837 - dice_coefficient: 0.9355
Epoch 20: loss did not improve from 0.03556
 70/400 [====>.........................] - ETA: 3:09 - loss: 0.0829 - dice_coefficient: 0.9361
Epoch 20: loss did not improve from 0.03556
 71/400 [====>.........................] - ETA: 3:09 - loss: 0.0827 - dice_coefficient: 0.9362
Epoch 20: loss did not improve from 0.03556
 72/400 [====>.........................] - ETA: 3:08 - loss: 0.0821 - dice_coefficient: 0.9367
Epoch 20: loss did not improve from 0.03556
 73/400 [====>.........................] - ETA: 3:08 - loss: 0.0817 - dice_coefficient: 0.9370
Epoch 20: loss did not improve from 0.03556
 74/400 [====>.........................] - ETA: 3:07 - loss: 0.0812 - dice_coefficient: 0.9373
Epoch 20: loss did not improve from 0.03556
 75/400 [====>.........................] - ETA: 3:06 - loss: 0.0811 - dice_coefficient: 0.9374
Epoch 20: loss did not improve from 0.03556
 76/400 [====>.........................] - ETA: 3:06 - loss: 0.0804 - dice_coefficient: 0.9380
Epoch 20: loss did not improve from 0.03556
 77/400 [====>.........................] - ETA: 3:05 - loss: 0.0799 - dice_coefficient: 0.9383
Epoch 20: loss did not improve from 0.03556
 78/400 [====>.........................] - ETA: 3:05 - loss: 0.0791 - dice_coefficient: 0.9389
Epoch 20: loss did not improve from 0.03556
 79/400 [====>.........................] - ETA: 3:04 - loss: 0.0794 - dice_coefficient: 0.9386
Epoch 20: loss did not improve from 0.03556
 80/400 [=====>........................] - ETA: 3:03 - loss: 0.0789 - dice_coefficient: 0.9390
Epoch 20: loss did not improve from 0.03556
 81/400 [=====>........................] - ETA: 3:03 - loss: 0.0782 - dice_coefficient: 0.9395
Epoch 20: loss did not improve from 0.03556
 82/400 [=====>........................] - ETA: 3:02 - loss: 0.0788 - dice_coefficient: 0.9396
Epoch 20: loss did not improve from 0.03556
 83/400 [=====>........................] - ETA: 3:02 - loss: 0.0781 - dice_coefficient: 0.9402
Epoch 20: loss did not improve from 0.03556
 84/400 [=====>........................] - ETA: 3:01 - loss: 0.0775 - dice_coefficient: 0.9407
Epoch 20: loss did not improve from 0.03556
 85/400 [=====>........................] - ETA: 3:00 - loss: 0.0771 - dice_coefficient: 0.9411
Epoch 20: loss did not improve from 0.03556
 86/400 [=====>........................] - ETA: 3:00 - loss: 0.0791 - dice_coefficient: 0.9393
Epoch 20: loss did not improve from 0.03556
 87/400 [=====>........................] - ETA: 2:59 - loss: 0.0789 - dice_coefficient: 0.9394
Epoch 20: loss did not improve from 0.03556
 88/400 [=====>........................] - ETA: 2:59 - loss: 0.0783 - dice_coefficient: 0.9399
Epoch 20: loss did not improve from 0.03556
 89/400 [=====>........................] - ETA: 2:58 - loss: 0.0781 - dice_coefficient: 0.9400
Epoch 20: loss did not improve from 0.03556
 90/400 [=====>........................] - ETA: 2:58 - loss: 0.0778 - dice_coefficient: 0.9402
Epoch 20: loss did not improve from 0.03556
 91/400 [=====>........................] - ETA: 2:57 - loss: 0.0773 - dice_coefficient: 0.9407
Epoch 20: loss did not improve from 0.03556
 92/400 [=====>........................] - ETA: 2:56 - loss: 0.0769 - dice_coefficient: 0.9410
Epoch 20: loss did not improve from 0.03556
 93/400 [=====>........................] - ETA: 2:56 - loss: 0.0769 - dice_coefficient: 0.9408
Epoch 20: loss did not improve from 0.03556
 94/400 [======>.......................] - ETA: 2:55 - loss: 0.0764 - dice_coefficient: 0.9413
Epoch 20: loss did not improve from 0.03556
 95/400 [======>.......................] - ETA: 2:55 - loss: 0.0760 - dice_coefficient: 0.9416
Epoch 20: loss did not improve from 0.03556
 96/400 [======>.......................] - ETA: 2:54 - loss: 0.0759 - dice_coefficient: 0.9417
Epoch 20: loss did not improve from 0.03556
 97/400 [======>.......................] - ETA: 2:54 - loss: 0.0764 - dice_coefficient: 0.9411
Epoch 20: loss did not improve from 0.03556
 98/400 [======>.......................] - ETA: 2:53 - loss: 0.0761 - dice_coefficient: 0.9414
Epoch 20: loss did not improve from 0.03556
 99/400 [======>.......................] - ETA: 2:52 - loss: 0.0766 - dice_coefficient: 0.9411
Epoch 20: loss did not improve from 0.03556
100/400 [======>.......................] - ETA: 2:52 - loss: 0.0766 - dice_coefficient: 0.9410
Epoch 20: loss did not improve from 0.03556
101/400 [======>.......................] - ETA: 2:51 - loss: 0.0762 - dice_coefficient: 0.9413
Epoch 20: loss did not improve from 0.03556
102/400 [======>.......................] - ETA: 2:51 - loss: 0.0766 - dice_coefficient: 0.9410
Epoch 20: loss did not improve from 0.03556
103/400 [======>.......................] - ETA: 2:50 - loss: 0.0764 - dice_coefficient: 0.9412
Epoch 20: loss did not improve from 0.03556
104/400 [======>.......................] - ETA: 2:50 - loss: 0.0761 - dice_coefficient: 0.9415
Epoch 20: loss did not improve from 0.03556
105/400 [======>.......................] - ETA: 2:49 - loss: 0.0757 - dice_coefficient: 0.9419
Epoch 20: loss did not improve from 0.03556
106/400 [======>.......................] - ETA: 2:48 - loss: 0.0753 - dice_coefficient: 0.9422
Epoch 20: loss did not improve from 0.03556
107/400 [=======>......................] - ETA: 2:48 - loss: 0.0751 - dice_coefficient: 0.9424
Epoch 20: loss did not improve from 0.03556
108/400 [=======>......................] - ETA: 2:47 - loss: 0.0749 - dice_coefficient: 0.9426
Epoch 20: loss did not improve from 0.03556
109/400 [=======>......................] - ETA: 2:47 - loss: 0.0745 - dice_coefficient: 0.9429
Epoch 20: loss did not improve from 0.03556
110/400 [=======>......................] - ETA: 2:46 - loss: 0.0759 - dice_coefficient: 0.9417
Epoch 20: loss did not improve from 0.03556
111/400 [=======>......................] - ETA: 2:45 - loss: 0.0756 - dice_coefficient: 0.9420
Epoch 20: loss did not improve from 0.03556
112/400 [=======>......................] - ETA: 2:45 - loss: 0.0756 - dice_coefficient: 0.9420
Epoch 20: loss did not improve from 0.03556
113/400 [=======>......................] - ETA: 2:44 - loss: 0.0755 - dice_coefficient: 0.9422
Epoch 20: loss did not improve from 0.03556
114/400 [=======>......................] - ETA: 2:44 - loss: 0.0750 - dice_coefficient: 0.9427
Epoch 20: loss did not improve from 0.03556
115/400 [=======>......................] - ETA: 2:43 - loss: 0.0748 - dice_coefficient: 0.9428
Epoch 20: loss did not improve from 0.03556
116/400 [=======>......................] - ETA: 2:43 - loss: 0.0747 - dice_coefficient: 0.9428
Epoch 20: loss did not improve from 0.03556
117/400 [=======>......................] - ETA: 2:42 - loss: 0.0746 - dice_coefficient: 0.9430
Epoch 20: loss did not improve from 0.03556
118/400 [=======>......................] - ETA: 2:41 - loss: 0.0753 - dice_coefficient: 0.9423
Epoch 20: loss did not improve from 0.03556
119/400 [=======>......................] - ETA: 2:41 - loss: 0.0747 - dice_coefficient: 0.9427
Epoch 20: loss did not improve from 0.03556
120/400 [========>.....................] - ETA: 2:40 - loss: 0.0748 - dice_coefficient: 0.9428
Epoch 20: loss did not improve from 0.03556
121/400 [========>.....................] - ETA: 2:40 - loss: 0.0756 - dice_coefficient: 0.9421
Epoch 20: loss did not improve from 0.03556
122/400 [========>.....................] - ETA: 2:39 - loss: 0.0752 - dice_coefficient: 0.9424
Epoch 20: loss did not improve from 0.03556
123/400 [========>.....................] - ETA: 2:38 - loss: 0.0748 - dice_coefficient: 0.9427
Epoch 20: loss did not improve from 0.03556
124/400 [========>.....................] - ETA: 2:38 - loss: 0.0749 - dice_coefficient: 0.9426
Epoch 20: loss did not improve from 0.03556
125/400 [========>.....................] - ETA: 2:37 - loss: 0.0747 - dice_coefficient: 0.9426
Epoch 20: loss did not improve from 0.03556
126/400 [========>.....................] - ETA: 2:37 - loss: 0.0751 - dice_coefficient: 0.9422
Epoch 20: loss did not improve from 0.03556
127/400 [========>.....................] - ETA: 2:36 - loss: 0.0748 - dice_coefficient: 0.9424
Epoch 20: loss did not improve from 0.03556
128/400 [========>.....................] - ETA: 2:36 - loss: 0.0752 - dice_coefficient: 0.9421
Epoch 20: loss did not improve from 0.03556
129/400 [========>.....................] - ETA: 2:35 - loss: 0.0757 - dice_coefficient: 0.9416
Epoch 20: loss did not improve from 0.03556
130/400 [========>.....................] - ETA: 2:34 - loss: 0.0754 - dice_coefficient: 0.9418
Epoch 20: loss did not improve from 0.03556
131/400 [========>.....................] - ETA: 2:34 - loss: 0.0751 - dice_coefficient: 0.9420
Epoch 20: loss did not improve from 0.03556
132/400 [========>.....................] - ETA: 2:33 - loss: 0.0751 - dice_coefficient: 0.9421
Epoch 20: loss did not improve from 0.03556
133/400 [========>.....................] - ETA: 2:33 - loss: 0.0748 - dice_coefficient: 0.9424
Epoch 20: loss did not improve from 0.03556
134/400 [=========>....................] - ETA: 2:32 - loss: 0.0746 - dice_coefficient: 0.9427
Epoch 20: loss did not improve from 0.03556
135/400 [=========>....................] - ETA: 2:32 - loss: 0.0744 - dice_coefficient: 0.9429
Epoch 20: loss did not improve from 0.03556
136/400 [=========>....................] - ETA: 2:31 - loss: 0.0747 - dice_coefficient: 0.9428
Epoch 20: loss did not improve from 0.03556
137/400 [=========>....................] - ETA: 2:31 - loss: 0.0744 - dice_coefficient: 0.9430
Epoch 20: loss did not improve from 0.03556
138/400 [=========>....................] - ETA: 2:30 - loss: 0.0741 - dice_coefficient: 0.9433
Epoch 20: loss did not improve from 0.03556
139/400 [=========>....................] - ETA: 2:29 - loss: 0.0738 - dice_coefficient: 0.9435
Epoch 20: loss did not improve from 0.03556
140/400 [=========>....................] - ETA: 2:29 - loss: 0.0735 - dice_coefficient: 0.9437
Epoch 20: loss did not improve from 0.03556
141/400 [=========>....................] - ETA: 2:28 - loss: 0.0734 - dice_coefficient: 0.9438
Epoch 20: loss did not improve from 0.03556
142/400 [=========>....................] - ETA: 2:28 - loss: 0.0729 - dice_coefficient: 0.9441
Epoch 20: loss did not improve from 0.03556
143/400 [=========>....................] - ETA: 2:27 - loss: 0.0728 - dice_coefficient: 0.9443
Epoch 20: loss did not improve from 0.03556
144/400 [=========>....................] - ETA: 2:27 - loss: 0.0726 - dice_coefficient: 0.9445
Epoch 20: loss did not improve from 0.03556
145/400 [=========>....................] - ETA: 2:26 - loss: 0.0723 - dice_coefficient: 0.9448
Epoch 20: loss did not improve from 0.03556
146/400 [=========>....................] - ETA: 2:25 - loss: 0.0720 - dice_coefficient: 0.9451
Epoch 20: loss did not improve from 0.03556
147/400 [==========>...................] - ETA: 2:25 - loss: 0.0721 - dice_coefficient: 0.9448
Epoch 20: loss did not improve from 0.03556
148/400 [==========>...................] - ETA: 2:24 - loss: 0.0718 - dice_coefficient: 0.9451
Epoch 20: loss did not improve from 0.03556
149/400 [==========>...................] - ETA: 2:24 - loss: 0.0722 - dice_coefficient: 0.9447
Epoch 20: loss did not improve from 0.03556
150/400 [==========>...................] - ETA: 2:23 - loss: 0.0720 - dice_coefficient: 0.9449
Epoch 20: loss did not improve from 0.03556
151/400 [==========>...................] - ETA: 2:23 - loss: 0.0718 - dice_coefficient: 0.9452
Epoch 20: loss did not improve from 0.03556
152/400 [==========>...................] - ETA: 2:22 - loss: 0.0717 - dice_coefficient: 0.9452
Epoch 20: loss did not improve from 0.03556
153/400 [==========>...................] - ETA: 2:21 - loss: 0.0724 - dice_coefficient: 0.9446
Epoch 20: loss did not improve from 0.03556
154/400 [==========>...................] - ETA: 2:21 - loss: 0.0721 - dice_coefficient: 0.9448
Epoch 20: loss did not improve from 0.03556
155/400 [==========>...................] - ETA: 2:20 - loss: 0.0720 - dice_coefficient: 0.9449
Epoch 20: loss did not improve from 0.03556
156/400 [==========>...................] - ETA: 2:20 - loss: 0.0718 - dice_coefficient: 0.9451
Epoch 20: loss did not improve from 0.03556
157/400 [==========>...................] - ETA: 2:19 - loss: 0.0720 - dice_coefficient: 0.9451
Epoch 20: loss did not improve from 0.03556
158/400 [==========>...................] - ETA: 2:19 - loss: 0.0725 - dice_coefficient: 0.9446
Epoch 20: loss did not improve from 0.03556
159/400 [==========>...................] - ETA: 2:18 - loss: 0.0723 - dice_coefficient: 0.9448
Epoch 20: loss did not improve from 0.03556
160/400 [===========>..................] - ETA: 2:17 - loss: 0.0725 - dice_coefficient: 0.9446
Epoch 20: loss did not improve from 0.03556
161/400 [===========>..................] - ETA: 2:17 - loss: 0.0770 - dice_coefficient: 0.9416
Epoch 20: loss did not improve from 0.03556
162/400 [===========>..................] - ETA: 2:16 - loss: 0.0767 - dice_coefficient: 0.9418
Epoch 20: loss did not improve from 0.03556
163/400 [===========>..................] - ETA: 2:16 - loss: 0.0765 - dice_coefficient: 0.9420
Epoch 20: loss did not improve from 0.03556
164/400 [===========>..................] - ETA: 2:15 - loss: 0.0762 - dice_coefficient: 0.9422
Epoch 20: loss did not improve from 0.03556
165/400 [===========>..................] - ETA: 2:14 - loss: 0.0761 - dice_coefficient: 0.9423
Epoch 20: loss did not improve from 0.03556
166/400 [===========>..................] - ETA: 2:14 - loss: 0.0758 - dice_coefficient: 0.9426
Epoch 20: loss did not improve from 0.03556
167/400 [===========>..................] - ETA: 2:13 - loss: 0.0755 - dice_coefficient: 0.9428
Epoch 20: loss did not improve from 0.03556
168/400 [===========>..................] - ETA: 2:13 - loss: 0.0753 - dice_coefficient: 0.9429
Epoch 20: loss did not improve from 0.03556
169/400 [===========>..................] - ETA: 2:12 - loss: 0.0752 - dice_coefficient: 0.9430
Epoch 20: loss did not improve from 0.03556
170/400 [===========>..................] - ETA: 2:12 - loss: 0.0749 - dice_coefficient: 0.9432
Epoch 20: loss did not improve from 0.03556
171/400 [===========>..................] - ETA: 2:11 - loss: 0.0747 - dice_coefficient: 0.9434
Epoch 20: loss did not improve from 0.03556
172/400 [===========>..................] - ETA: 2:10 - loss: 0.0754 - dice_coefficient: 0.9428
Epoch 20: loss did not improve from 0.03556
173/400 [===========>..................] - ETA: 2:10 - loss: 0.0758 - dice_coefficient: 0.9424
Epoch 20: loss did not improve from 0.03556
174/400 [============>.................] - ETA: 2:09 - loss: 0.0755 - dice_coefficient: 0.9426
Epoch 20: loss did not improve from 0.03556
175/400 [============>.................] - ETA: 2:09 - loss: 0.0753 - dice_coefficient: 0.9428
Epoch 20: loss did not improve from 0.03556
176/400 [============>.................] - ETA: 2:08 - loss: 0.0751 - dice_coefficient: 0.9429
Epoch 20: loss did not improve from 0.03556
177/400 [============>.................] - ETA: 2:08 - loss: 0.0750 - dice_coefficient: 0.9431
Epoch 20: loss did not improve from 0.03556
178/400 [============>.................] - ETA: 2:07 - loss: 0.0751 - dice_coefficient: 0.9430
Epoch 20: loss did not improve from 0.03556
179/400 [============>.................] - ETA: 2:06 - loss: 0.0748 - dice_coefficient: 0.9432
Epoch 20: loss did not improve from 0.03556
180/400 [============>.................] - ETA: 2:06 - loss: 0.0746 - dice_coefficient: 0.9434
Epoch 20: loss did not improve from 0.03556
181/400 [============>.................] - ETA: 2:05 - loss: 0.0744 - dice_coefficient: 0.9435
Epoch 20: loss did not improve from 0.03556
182/400 [============>.................] - ETA: 2:05 - loss: 0.0742 - dice_coefficient: 0.9437
Epoch 20: loss did not improve from 0.03556
183/400 [============>.................] - ETA: 2:04 - loss: 0.0739 - dice_coefficient: 0.9439
Epoch 20: loss did not improve from 0.03556
184/400 [============>.................] - ETA: 2:04 - loss: 0.0739 - dice_coefficient: 0.9439
Epoch 20: loss did not improve from 0.03556
185/400 [============>.................] - ETA: 2:03 - loss: 0.0736 - dice_coefficient: 0.9442
Epoch 20: loss did not improve from 0.03556
186/400 [============>.................] - ETA: 2:02 - loss: 0.0735 - dice_coefficient: 0.9442
Epoch 20: loss did not improve from 0.03556
187/400 [=============>................] - ETA: 2:02 - loss: 0.0733 - dice_coefficient: 0.9444
Epoch 20: loss did not improve from 0.03556
188/400 [=============>................] - ETA: 2:01 - loss: 0.0731 - dice_coefficient: 0.9446
Epoch 20: loss did not improve from 0.03556
189/400 [=============>................] - ETA: 2:01 - loss: 0.0729 - dice_coefficient: 0.9447
Epoch 20: loss did not improve from 0.03556
190/400 [=============>................] - ETA: 2:00 - loss: 0.0729 - dice_coefficient: 0.9446
Epoch 20: loss did not improve from 0.03556
191/400 [=============>................] - ETA: 1:59 - loss: 0.0727 - dice_coefficient: 0.9448
Epoch 20: loss did not improve from 0.03556
192/400 [=============>................] - ETA: 1:59 - loss: 0.0725 - dice_coefficient: 0.9449
Epoch 20: loss did not improve from 0.03556
193/400 [=============>................] - ETA: 1:58 - loss: 0.0723 - dice_coefficient: 0.9451
Epoch 20: loss did not improve from 0.03556
194/400 [=============>................] - ETA: 1:58 - loss: 0.0725 - dice_coefficient: 0.9450
Epoch 20: loss did not improve from 0.03556
195/400 [=============>................] - ETA: 1:57 - loss: 0.0724 - dice_coefficient: 0.9452
Epoch 20: loss did not improve from 0.03556
196/400 [=============>................] - ETA: 1:57 - loss: 0.0723 - dice_coefficient: 0.9453
Epoch 20: loss did not improve from 0.03556
197/400 [=============>................] - ETA: 1:56 - loss: 0.0733 - dice_coefficient: 0.9444
Epoch 20: loss did not improve from 0.03556
198/400 [=============>................] - ETA: 1:55 - loss: 0.0731 - dice_coefficient: 0.9446
Epoch 20: loss did not improve from 0.03556
199/400 [=============>................] - ETA: 1:55 - loss: 0.0731 - dice_coefficient: 0.9445
Epoch 20: loss did not improve from 0.03556
200/400 [==============>...............] - ETA: 1:54 - loss: 0.0730 - dice_coefficient: 0.9446
Epoch 20: loss did not improve from 0.03556
201/400 [==============>...............] - ETA: 1:54 - loss: 0.0729 - dice_coefficient: 0.9447
Epoch 20: loss did not improve from 0.03556
202/400 [==============>...............] - ETA: 1:53 - loss: 0.0732 - dice_coefficient: 0.9443
Epoch 20: loss did not improve from 0.03556
203/400 [==============>...............] - ETA: 1:53 - loss: 0.0732 - dice_coefficient: 0.9443
Epoch 20: loss did not improve from 0.03556
204/400 [==============>...............] - ETA: 1:52 - loss: 0.0732 - dice_coefficient: 0.9443
Epoch 20: loss did not improve from 0.03556
205/400 [==============>...............] - ETA: 1:51 - loss: 0.0729 - dice_coefficient: 0.9445
Epoch 20: loss did not improve from 0.03556
206/400 [==============>...............] - ETA: 1:51 - loss: 0.0729 - dice_coefficient: 0.9445
Epoch 20: loss did not improve from 0.03556
207/400 [==============>...............] - ETA: 1:50 - loss: 0.0726 - dice_coefficient: 0.9448
Epoch 20: loss did not improve from 0.03556
208/400 [==============>...............] - ETA: 1:50 - loss: 0.0725 - dice_coefficient: 0.9449
Epoch 20: loss did not improve from 0.03556
209/400 [==============>...............] - ETA: 1:49 - loss: 0.0724 - dice_coefficient: 0.9449
Epoch 20: loss did not improve from 0.03556
210/400 [==============>...............] - ETA: 1:49 - loss: 0.0722 - dice_coefficient: 0.9451
Epoch 20: loss did not improve from 0.03556
211/400 [==============>...............] - ETA: 1:48 - loss: 0.0725 - dice_coefficient: 0.9448
Epoch 20: loss did not improve from 0.03556
212/400 [==============>...............] - ETA: 1:47 - loss: 0.0723 - dice_coefficient: 0.9449
Epoch 20: loss did not improve from 0.03556
213/400 [==============>...............] - ETA: 1:47 - loss: 0.0723 - dice_coefficient: 0.9450
Epoch 20: loss did not improve from 0.03556
214/400 [===============>..............] - ETA: 1:46 - loss: 0.0720 - dice_coefficient: 0.9452
Epoch 20: loss did not improve from 0.03556
215/400 [===============>..............] - ETA: 1:46 - loss: 0.0720 - dice_coefficient: 0.9453
Epoch 20: loss did not improve from 0.03556
216/400 [===============>..............] - ETA: 1:45 - loss: 0.0718 - dice_coefficient: 0.9454
Epoch 20: loss did not improve from 0.03556
217/400 [===============>..............] - ETA: 1:44 - loss: 0.0716 - dice_coefficient: 0.9456
Epoch 20: loss did not improve from 0.03556
218/400 [===============>..............] - ETA: 1:44 - loss: 0.0715 - dice_coefficient: 0.9456
Epoch 20: loss did not improve from 0.03556
219/400 [===============>..............] - ETA: 1:43 - loss: 0.0716 - dice_coefficient: 0.9456
Epoch 20: loss did not improve from 0.03556
220/400 [===============>..............] - ETA: 1:43 - loss: 0.0715 - dice_coefficient: 0.9456
Epoch 20: loss did not improve from 0.03556
221/400 [===============>..............] - ETA: 1:42 - loss: 0.0717 - dice_coefficient: 0.9456
Epoch 20: loss did not improve from 0.03556
222/400 [===============>..............] - ETA: 1:42 - loss: 0.0716 - dice_coefficient: 0.9456
Epoch 20: loss did not improve from 0.03556
223/400 [===============>..............] - ETA: 1:41 - loss: 0.0715 - dice_coefficient: 0.9457
Epoch 20: loss did not improve from 0.03556
224/400 [===============>..............] - ETA: 1:40 - loss: 0.0714 - dice_coefficient: 0.9459
Epoch 20: loss did not improve from 0.03556
225/400 [===============>..............] - ETA: 1:40 - loss: 0.0713 - dice_coefficient: 0.9460
Epoch 20: loss did not improve from 0.03556
226/400 [===============>..............] - ETA: 1:39 - loss: 0.0712 - dice_coefficient: 0.9460
Epoch 20: loss did not improve from 0.03556
227/400 [================>.............] - ETA: 1:39 - loss: 0.0712 - dice_coefficient: 0.9459
Epoch 20: loss did not improve from 0.03556
228/400 [================>.............] - ETA: 1:38 - loss: 0.0713 - dice_coefficient: 0.9460
Epoch 20: loss did not improve from 0.03556
229/400 [================>.............] - ETA: 1:38 - loss: 0.0712 - dice_coefficient: 0.9461
Epoch 20: loss did not improve from 0.03556
230/400 [================>.............] - ETA: 1:37 - loss: 0.0711 - dice_coefficient: 0.9462
Epoch 20: loss did not improve from 0.03556
231/400 [================>.............] - ETA: 1:36 - loss: 0.0709 - dice_coefficient: 0.9464
Epoch 20: loss did not improve from 0.03556
232/400 [================>.............] - ETA: 1:36 - loss: 0.0708 - dice_coefficient: 0.9465
Epoch 20: loss did not improve from 0.03556
233/400 [================>.............] - ETA: 1:35 - loss: 0.0709 - dice_coefficient: 0.9464
Epoch 20: loss did not improve from 0.03556
234/400 [================>.............] - ETA: 1:35 - loss: 0.0706 - dice_coefficient: 0.9466
Epoch 20: loss did not improve from 0.03556
235/400 [================>.............] - ETA: 1:34 - loss: 0.0706 - dice_coefficient: 0.9466
Epoch 20: loss did not improve from 0.03556
236/400 [================>.............] - ETA: 1:34 - loss: 0.0705 - dice_coefficient: 0.9467
Epoch 20: loss did not improve from 0.03556
237/400 [================>.............] - ETA: 1:33 - loss: 0.0704 - dice_coefficient: 0.9468
Epoch 20: loss did not improve from 0.03556
238/400 [================>.............] - ETA: 1:32 - loss: 0.0704 - dice_coefficient: 0.9467
Epoch 20: loss did not improve from 0.03556
239/400 [================>.............] - ETA: 1:32 - loss: 0.0703 - dice_coefficient: 0.9468
Epoch 20: loss did not improve from 0.03556
240/400 [=================>............] - ETA: 1:31 - loss: 0.0702 - dice_coefficient: 0.9469
Epoch 20: loss did not improve from 0.03556
241/400 [=================>............] - ETA: 1:31 - loss: 0.0707 - dice_coefficient: 0.9465
Epoch 20: loss did not improve from 0.03556
242/400 [=================>............] - ETA: 1:30 - loss: 0.0707 - dice_coefficient: 0.9464
Epoch 20: loss did not improve from 0.03556
243/400 [=================>............] - ETA: 1:30 - loss: 0.1370 - dice_coefficient: 0.9425
Epoch 20: loss did not improve from 0.03556
244/400 [=================>............] - ETA: 1:29 - loss: 0.1365 - dice_coefficient: 0.9427
Epoch 20: loss did not improve from 0.03556
245/400 [=================>............] - ETA: 1:28 - loss: 0.1362 - dice_coefficient: 0.9428
Epoch 20: loss did not improve from 0.03556
246/400 [=================>............] - ETA: 1:28 - loss: 0.1358 - dice_coefficient: 0.9430
Epoch 20: loss did not improve from 0.03556
247/400 [=================>............] - ETA: 1:27 - loss: 0.1353 - dice_coefficient: 0.9431
Epoch 20: loss did not improve from 0.03556
248/400 [=================>............] - ETA: 1:27 - loss: 0.1359 - dice_coefficient: 0.9424
Epoch 20: loss did not improve from 0.03556
249/400 [=================>............] - ETA: 1:26 - loss: 0.1358 - dice_coefficient: 0.9423
Epoch 20: loss did not improve from 0.03556
250/400 [=================>............] - ETA: 1:26 - loss: 0.1355 - dice_coefficient: 0.9424
Epoch 20: loss did not improve from 0.03556
251/400 [=================>............] - ETA: 1:25 - loss: 0.1351 - dice_coefficient: 0.9424
Epoch 20: loss did not improve from 0.03556
252/400 [=================>............] - ETA: 1:24 - loss: 0.1346 - dice_coefficient: 0.9426
Epoch 20: loss did not improve from 0.03556
253/400 [=================>............] - ETA: 1:24 - loss: 0.1343 - dice_coefficient: 0.9428
Epoch 20: loss did not improve from 0.03556
254/400 [==================>...........] - ETA: 1:23 - loss: 0.1339 - dice_coefficient: 0.9429
Epoch 20: loss did not improve from 0.03556
255/400 [==================>...........] - ETA: 1:23 - loss: 0.1339 - dice_coefficient: 0.9426
Epoch 20: loss did not improve from 0.03556
256/400 [==================>...........] - ETA: 1:22 - loss: 0.1336 - dice_coefficient: 0.9427
Epoch 20: loss did not improve from 0.03556
257/400 [==================>...........] - ETA: 1:21 - loss: 0.1333 - dice_coefficient: 0.9428
Epoch 20: loss did not improve from 0.03556
258/400 [==================>...........] - ETA: 1:21 - loss: 0.1329 - dice_coefficient: 0.9430
Epoch 20: loss did not improve from 0.03556
259/400 [==================>...........] - ETA: 1:20 - loss: 0.1327 - dice_coefficient: 0.9430
Epoch 20: loss did not improve from 0.03556
260/400 [==================>...........] - ETA: 1:20 - loss: 0.1327 - dice_coefficient: 0.9429
Epoch 20: loss did not improve from 0.03556
261/400 [==================>...........] - ETA: 1:19 - loss: 0.1323 - dice_coefficient: 0.9430
Epoch 20: loss did not improve from 0.03556
262/400 [==================>...........] - ETA: 1:19 - loss: 0.1320 - dice_coefficient: 0.9431
Epoch 20: loss did not improve from 0.03556
263/400 [==================>...........] - ETA: 1:18 - loss: 0.1318 - dice_coefficient: 0.9431
Epoch 20: loss did not improve from 0.03556
264/400 [==================>...........] - ETA: 1:18 - loss: 0.1317 - dice_coefficient: 0.9430
Epoch 20: loss did not improve from 0.03556
265/400 [==================>...........] - ETA: 1:17 - loss: 0.1313 - dice_coefficient: 0.9431
Epoch 20: loss did not improve from 0.03556
266/400 [==================>...........] - ETA: 1:16 - loss: 0.1309 - dice_coefficient: 0.9433
Epoch 20: loss did not improve from 0.03556
267/400 [===================>..........] - ETA: 1:16 - loss: 0.1307 - dice_coefficient: 0.9433
Epoch 20: loss did not improve from 0.03556
268/400 [===================>..........] - ETA: 1:15 - loss: 0.1305 - dice_coefficient: 0.9433
Epoch 20: loss did not improve from 0.03556
269/400 [===================>..........] - ETA: 1:15 - loss: 0.1302 - dice_coefficient: 0.9433
Epoch 20: loss did not improve from 0.03556
270/400 [===================>..........] - ETA: 1:14 - loss: 0.1299 - dice_coefficient: 0.9434
Epoch 20: loss did not improve from 0.03556
271/400 [===================>..........] - ETA: 1:14 - loss: 0.1297 - dice_coefficient: 0.9434
Epoch 20: loss did not improve from 0.03556
272/400 [===================>..........] - ETA: 1:13 - loss: 0.1294 - dice_coefficient: 0.9435
Epoch 20: loss did not improve from 0.03556
273/400 [===================>..........] - ETA: 1:12 - loss: 0.1290 - dice_coefficient: 0.9436
Epoch 20: loss did not improve from 0.03556
274/400 [===================>..........] - ETA: 1:12 - loss: 0.1288 - dice_coefficient: 0.9436
Epoch 20: loss did not improve from 0.03556
275/400 [===================>..........] - ETA: 1:11 - loss: 0.1285 - dice_coefficient: 0.9437
Epoch 20: loss did not improve from 0.03556
276/400 [===================>..........] - ETA: 1:11 - loss: 0.1282 - dice_coefficient: 0.9438
Epoch 20: loss did not improve from 0.03556
277/400 [===================>..........] - ETA: 1:10 - loss: 0.1278 - dice_coefficient: 0.9440
Epoch 20: loss did not improve from 0.03556
278/400 [===================>..........] - ETA: 1:10 - loss: 0.1275 - dice_coefficient: 0.9440
Epoch 20: loss did not improve from 0.03556
279/400 [===================>..........] - ETA: 1:09 - loss: 0.1272 - dice_coefficient: 0.9441
Epoch 20: loss did not improve from 0.03556
280/400 [====================>.........] - ETA: 1:08 - loss: 0.1269 - dice_coefficient: 0.9442
Epoch 20: loss did not improve from 0.03556
281/400 [====================>.........] - ETA: 1:08 - loss: 0.1267 - dice_coefficient: 0.9442
Epoch 20: loss did not improve from 0.03556
282/400 [====================>.........] - ETA: 1:07 - loss: 0.1264 - dice_coefficient: 0.9442
Epoch 20: loss did not improve from 0.03556
283/400 [====================>.........] - ETA: 1:07 - loss: 0.1260 - dice_coefficient: 0.9444
Epoch 20: loss did not improve from 0.03556
284/400 [====================>.........] - ETA: 1:06 - loss: 0.1257 - dice_coefficient: 0.9445
Epoch 20: loss did not improve from 0.03556
285/400 [====================>.........] - ETA: 1:06 - loss: 0.1257 - dice_coefficient: 0.9444
Epoch 20: loss did not improve from 0.03556
286/400 [====================>.........] - ETA: 1:05 - loss: 0.1253 - dice_coefficient: 0.9445
Epoch 20: loss did not improve from 0.03556
287/400 [====================>.........] - ETA: 1:04 - loss: 0.1250 - dice_coefficient: 0.9446
Epoch 20: loss did not improve from 0.03556
288/400 [====================>.........] - ETA: 1:04 - loss: 0.1261 - dice_coefficient: 0.9436
Epoch 20: loss did not improve from 0.03556
289/400 [====================>.........] - ETA: 1:03 - loss: 0.1258 - dice_coefficient: 0.9437
Epoch 20: loss did not improve from 0.03556
290/400 [====================>.........] - ETA: 1:03 - loss: 0.1256 - dice_coefficient: 0.9438
Epoch 20: loss did not improve from 0.03556
291/400 [====================>.........] - ETA: 1:02 - loss: 0.1253 - dice_coefficient: 0.9439
Epoch 20: loss did not improve from 0.03556
292/400 [====================>.........] - ETA: 1:02 - loss: 0.1251 - dice_coefficient: 0.9440
Epoch 20: loss did not improve from 0.03556
293/400 [====================>.........] - ETA: 1:01 - loss: 0.1248 - dice_coefficient: 0.9440
Epoch 20: loss did not improve from 0.03556
294/400 [=====================>........] - ETA: 1:00 - loss: 0.1245 - dice_coefficient: 0.9441
Epoch 20: loss did not improve from 0.03556
295/400 [=====================>........] - ETA: 1:00 - loss: 0.1243 - dice_coefficient: 0.9441
Epoch 20: loss did not improve from 0.03556
296/400 [=====================>........] - ETA: 59s - loss: 0.1240 - dice_coefficient: 0.9443 
Epoch 20: loss did not improve from 0.03556
297/400 [=====================>........] - ETA: 59s - loss: 0.1238 - dice_coefficient: 0.9444
Epoch 20: loss did not improve from 0.03556
298/400 [=====================>........] - ETA: 58s - loss: 0.1235 - dice_coefficient: 0.9445
Epoch 20: loss did not improve from 0.03556
299/400 [=====================>........] - ETA: 58s - loss: 0.1233 - dice_coefficient: 0.9445
Epoch 20: loss did not improve from 0.03556
300/400 [=====================>........] - ETA: 57s - loss: 0.1230 - dice_coefficient: 0.9445
Epoch 20: loss did not improve from 0.03556
301/400 [=====================>........] - ETA: 56s - loss: 0.1228 - dice_coefficient: 0.9445
Epoch 20: loss did not improve from 0.03556
302/400 [=====================>........] - ETA: 56s - loss: 0.1226 - dice_coefficient: 0.9446
Epoch 20: loss did not improve from 0.03556
303/400 [=====================>........] - ETA: 55s - loss: 0.1223 - dice_coefficient: 0.9447
Epoch 20: loss did not improve from 0.03556
304/400 [=====================>........] - ETA: 55s - loss: 0.1220 - dice_coefficient: 0.9448
Epoch 20: loss did not improve from 0.03556
305/400 [=====================>........] - ETA: 54s - loss: 0.1218 - dice_coefficient: 0.9449
Epoch 20: loss did not improve from 0.03556
306/400 [=====================>........] - ETA: 54s - loss: 0.1216 - dice_coefficient: 0.9449
Epoch 20: loss did not improve from 0.03556
307/400 [======================>.......] - ETA: 53s - loss: 0.1212 - dice_coefficient: 0.9451
Epoch 20: loss did not improve from 0.03556
308/400 [======================>.......] - ETA: 52s - loss: 0.1210 - dice_coefficient: 0.9451
Epoch 20: loss did not improve from 0.03556
309/400 [======================>.......] - ETA: 52s - loss: 0.1207 - dice_coefficient: 0.9453
Epoch 20: loss did not improve from 0.03556
310/400 [======================>.......] - ETA: 51s - loss: 0.1208 - dice_coefficient: 0.9450
Epoch 20: loss did not improve from 0.03556
311/400 [======================>.......] - ETA: 51s - loss: 0.1205 - dice_coefficient: 0.9451
Epoch 20: loss did not improve from 0.03556
312/400 [======================>.......] - ETA: 50s - loss: 0.1205 - dice_coefficient: 0.9449
Epoch 20: loss did not improve from 0.03556
313/400 [======================>.......] - ETA: 50s - loss: 0.1203 - dice_coefficient: 0.9449
Epoch 20: loss did not improve from 0.03556
314/400 [======================>.......] - ETA: 49s - loss: 0.1201 - dice_coefficient: 0.9450
Epoch 20: loss did not improve from 0.03556
315/400 [======================>.......] - ETA: 48s - loss: 0.1198 - dice_coefficient: 0.9452
Epoch 20: loss did not improve from 0.03556
316/400 [======================>.......] - ETA: 48s - loss: 0.1195 - dice_coefficient: 0.9453
Epoch 20: loss did not improve from 0.03556
317/400 [======================>.......] - ETA: 47s - loss: 0.1194 - dice_coefficient: 0.9452
Epoch 20: loss did not improve from 0.03556
318/400 [======================>.......] - ETA: 47s - loss: 0.1195 - dice_coefficient: 0.9449
Epoch 20: loss did not improve from 0.03556
319/400 [======================>.......] - ETA: 46s - loss: 0.1192 - dice_coefficient: 0.9450
Epoch 20: loss did not improve from 0.03556
320/400 [=======================>......] - ETA: 46s - loss: 0.1189 - dice_coefficient: 0.9452
Epoch 20: loss did not improve from 0.03556
321/400 [=======================>......] - ETA: 45s - loss: 0.1187 - dice_coefficient: 0.9453
Epoch 20: loss did not improve from 0.03556
322/400 [=======================>......] - ETA: 44s - loss: 0.1183 - dice_coefficient: 0.9454
Epoch 20: loss did not improve from 0.03556
323/400 [=======================>......] - ETA: 44s - loss: 0.1181 - dice_coefficient: 0.9455
Epoch 20: loss did not improve from 0.03556
324/400 [=======================>......] - ETA: 43s - loss: 0.1185 - dice_coefficient: 0.9451
Epoch 20: loss did not improve from 0.03556
325/400 [=======================>......] - ETA: 43s - loss: 0.1182 - dice_coefficient: 0.9452
Epoch 20: loss did not improve from 0.03556
326/400 [=======================>......] - ETA: 42s - loss: 0.1179 - dice_coefficient: 0.9453
Epoch 20: loss did not improve from 0.03556
327/400 [=======================>......] - ETA: 41s - loss: 0.1184 - dice_coefficient: 0.9448
Epoch 20: loss did not improve from 0.03556
328/400 [=======================>......] - ETA: 41s - loss: 0.1181 - dice_coefficient: 0.9449
Epoch 20: loss did not improve from 0.03556
329/400 [=======================>......] - ETA: 40s - loss: 0.1179 - dice_coefficient: 0.9450
Epoch 20: loss did not improve from 0.03556
330/400 [=======================>......] - ETA: 40s - loss: 0.1177 - dice_coefficient: 0.9450
Epoch 20: loss did not improve from 0.03556
331/400 [=======================>......] - ETA: 39s - loss: 0.1174 - dice_coefficient: 0.9452
Epoch 20: loss did not improve from 0.03556
332/400 [=======================>......] - ETA: 39s - loss: 0.1171 - dice_coefficient: 0.9453
Epoch 20: loss did not improve from 0.03556
333/400 [=======================>......] - ETA: 38s - loss: 0.1169 - dice_coefficient: 0.9454
Epoch 20: loss did not improve from 0.03556
334/400 [========================>.....] - ETA: 37s - loss: 0.1167 - dice_coefficient: 0.9454
Epoch 20: loss did not improve from 0.03556
335/400 [========================>.....] - ETA: 37s - loss: 0.1165 - dice_coefficient: 0.9454
Epoch 20: loss did not improve from 0.03556
336/400 [========================>.....] - ETA: 36s - loss: 0.1167 - dice_coefficient: 0.9451
Epoch 20: loss did not improve from 0.03556
337/400 [========================>.....] - ETA: 36s - loss: 0.1166 - dice_coefficient: 0.9451
Epoch 20: loss did not improve from 0.03556
338/400 [========================>.....] - ETA: 35s - loss: 0.1167 - dice_coefficient: 0.9449
Epoch 20: loss did not improve from 0.03556
339/400 [========================>.....] - ETA: 35s - loss: 0.1164 - dice_coefficient: 0.9450
Epoch 20: loss did not improve from 0.03556
340/400 [========================>.....] - ETA: 34s - loss: 0.1163 - dice_coefficient: 0.9450
Epoch 20: loss did not improve from 0.03556
341/400 [========================>.....] - ETA: 33s - loss: 0.1162 - dice_coefficient: 0.9450
Epoch 20: loss did not improve from 0.03556
342/400 [========================>.....] - ETA: 33s - loss: 0.1169 - dice_coefficient: 0.9444
Epoch 20: loss did not improve from 0.03556
343/400 [========================>.....] - ETA: 32s - loss: 0.1166 - dice_coefficient: 0.9444
Epoch 20: loss did not improve from 0.03556
344/400 [========================>.....] - ETA: 32s - loss: 0.1165 - dice_coefficient: 0.9444
Epoch 20: loss did not improve from 0.03556
345/400 [========================>.....] - ETA: 31s - loss: 0.1162 - dice_coefficient: 0.9446
Epoch 20: loss did not improve from 0.03556
346/400 [========================>.....] - ETA: 31s - loss: 0.1160 - dice_coefficient: 0.9446
Epoch 20: loss did not improve from 0.03556
347/400 [=========================>....] - ETA: 30s - loss: 0.1157 - dice_coefficient: 0.9448
Epoch 20: loss did not improve from 0.03556
348/400 [=========================>....] - ETA: 29s - loss: 0.1154 - dice_coefficient: 0.9449
Epoch 20: loss did not improve from 0.03556
349/400 [=========================>....] - ETA: 29s - loss: 0.1152 - dice_coefficient: 0.9450
Epoch 20: loss did not improve from 0.03556
350/400 [=========================>....] - ETA: 28s - loss: 0.1152 - dice_coefficient: 0.9449
Epoch 20: loss did not improve from 0.03556
351/400 [=========================>....] - ETA: 28s - loss: 0.1149 - dice_coefficient: 0.9450
Epoch 20: loss did not improve from 0.03556
352/400 [=========================>....] - ETA: 27s - loss: 0.1148 - dice_coefficient: 0.9450
Epoch 20: loss did not improve from 0.03556
353/400 [=========================>....] - ETA: 27s - loss: 0.1146 - dice_coefficient: 0.9451
Epoch 20: loss did not improve from 0.03556
354/400 [=========================>....] - ETA: 26s - loss: 0.1143 - dice_coefficient: 0.9452
Epoch 20: loss did not improve from 0.03556
355/400 [=========================>....] - ETA: 25s - loss: 0.1147 - dice_coefficient: 0.9447
Epoch 20: loss did not improve from 0.03556
356/400 [=========================>....] - ETA: 25s - loss: 0.1145 - dice_coefficient: 0.9448
Epoch 20: loss did not improve from 0.03556
357/400 [=========================>....] - ETA: 24s - loss: 0.1142 - dice_coefficient: 0.9449
Epoch 20: loss did not improve from 0.03556
358/400 [=========================>....] - ETA: 24s - loss: 0.1141 - dice_coefficient: 0.9450
Epoch 20: loss did not improve from 0.03556
359/400 [=========================>....] - ETA: 23s - loss: 0.1140 - dice_coefficient: 0.9449
Epoch 20: loss did not improve from 0.03556
360/400 [==========================>...] - ETA: 23s - loss: 0.1138 - dice_coefficient: 0.9450
Epoch 20: loss did not improve from 0.03556
361/400 [==========================>...] - ETA: 22s - loss: 0.1136 - dice_coefficient: 0.9451
Epoch 20: loss did not improve from 0.03556
362/400 [==========================>...] - ETA: 21s - loss: 0.1134 - dice_coefficient: 0.9451
Epoch 20: loss did not improve from 0.03556
363/400 [==========================>...] - ETA: 21s - loss: 0.1132 - dice_coefficient: 0.9451
Epoch 20: loss did not improve from 0.03556
364/400 [==========================>...] - ETA: 20s - loss: 0.1131 - dice_coefficient: 0.9451
Epoch 20: loss did not improve from 0.03556
365/400 [==========================>...] - ETA: 20s - loss: 0.1129 - dice_coefficient: 0.9452
Epoch 20: loss did not improve from 0.03556
366/400 [==========================>...] - ETA: 19s - loss: 0.1127 - dice_coefficient: 0.9453
Epoch 20: loss did not improve from 0.03556
367/400 [==========================>...] - ETA: 18s - loss: 0.1125 - dice_coefficient: 0.9453
Epoch 20: loss did not improve from 0.03556
368/400 [==========================>...] - ETA: 18s - loss: 0.1122 - dice_coefficient: 0.9454
Epoch 20: loss did not improve from 0.03556
369/400 [==========================>...] - ETA: 17s - loss: 0.1120 - dice_coefficient: 0.9455
Epoch 20: loss did not improve from 0.03556
370/400 [==========================>...] - ETA: 17s - loss: 0.1118 - dice_coefficient: 0.9456
Epoch 20: loss did not improve from 0.03556
371/400 [==========================>...] - ETA: 16s - loss: 0.1116 - dice_coefficient: 0.9457
Epoch 20: loss did not improve from 0.03556
372/400 [==========================>...] - ETA: 16s - loss: 0.1121 - dice_coefficient: 0.9452
Epoch 20: loss did not improve from 0.03556
373/400 [==========================>...] - ETA: 15s - loss: 0.1121 - dice_coefficient: 0.9451
Epoch 20: loss did not improve from 0.03556
374/400 [===========================>..] - ETA: 14s - loss: 0.1127 - dice_coefficient: 0.9444
Epoch 20: loss did not improve from 0.03556
375/400 [===========================>..] - ETA: 14s - loss: 0.1126 - dice_coefficient: 0.9445
Epoch 20: loss did not improve from 0.03556
376/400 [===========================>..] - ETA: 13s - loss: 0.1124 - dice_coefficient: 0.9446
Epoch 20: loss did not improve from 0.03556
377/400 [===========================>..] - ETA: 13s - loss: 0.1122 - dice_coefficient: 0.9447
Epoch 20: loss did not improve from 0.03556
378/400 [===========================>..] - ETA: 12s - loss: 0.1124 - dice_coefficient: 0.9444
Epoch 20: loss did not improve from 0.03556
379/400 [===========================>..] - ETA: 12s - loss: 0.1122 - dice_coefficient: 0.9445
Epoch 20: loss did not improve from 0.03556
380/400 [===========================>..] - ETA: 11s - loss: 0.1120 - dice_coefficient: 0.9446
Epoch 20: loss did not improve from 0.03556
381/400 [===========================>..] - ETA: 10s - loss: 0.1118 - dice_coefficient: 0.9446
Epoch 20: loss did not improve from 0.03556
382/400 [===========================>..] - ETA: 10s - loss: 0.1116 - dice_coefficient: 0.9447
Epoch 20: loss did not improve from 0.03556
383/400 [===========================>..] - ETA: 9s - loss: 0.1114 - dice_coefficient: 0.9448 
Epoch 20: loss did not improve from 0.03556
384/400 [===========================>..] - ETA: 9s - loss: 0.1112 - dice_coefficient: 0.9449
Epoch 20: loss did not improve from 0.03556
385/400 [===========================>..] - ETA: 8s - loss: 0.1111 - dice_coefficient: 0.9449
Epoch 20: loss did not improve from 0.03556
386/400 [===========================>..] - ETA: 8s - loss: 0.1109 - dice_coefficient: 0.9450
Epoch 20: loss did not improve from 0.03556
387/400 [============================>.] - ETA: 7s - loss: 0.1107 - dice_coefficient: 0.9451
Epoch 20: loss did not improve from 0.03556
388/400 [============================>.] - ETA: 6s - loss: 0.1105 - dice_coefficient: 0.9452
Epoch 20: loss did not improve from 0.03556
389/400 [============================>.] - ETA: 6s - loss: 0.1105 - dice_coefficient: 0.9452
Epoch 20: loss did not improve from 0.03556
390/400 [============================>.] - ETA: 5s - loss: 0.1103 - dice_coefficient: 0.9452
Epoch 20: loss did not improve from 0.03556
391/400 [============================>.] - ETA: 5s - loss: 0.1103 - dice_coefficient: 0.9451
Epoch 20: loss did not improve from 0.03556
392/400 [============================>.] - ETA: 4s - loss: 0.1109 - dice_coefficient: 0.9446
Epoch 20: loss did not improve from 0.03556
393/400 [============================>.] - ETA: 4s - loss: 0.1108 - dice_coefficient: 0.9445
Epoch 20: loss did not improve from 0.03556
394/400 [============================>.] - ETA: 3s - loss: 0.1106 - dice_coefficient: 0.9446
Epoch 20: loss did not improve from 0.03556
395/400 [============================>.] - ETA: 2s - loss: 0.1104 - dice_coefficient: 0.9447
Epoch 20: loss did not improve from 0.03556
396/400 [============================>.] - ETA: 2s - loss: 0.1103 - dice_coefficient: 0.9447
Epoch 20: loss did not improve from 0.03556
397/400 [============================>.] - ETA: 1s - loss: 0.1101 - dice_coefficient: 0.9448
Epoch 20: loss did not improve from 0.03556
398/400 [============================>.] - ETA: 1s - loss: 0.1100 - dice_coefficient: 0.9448
Epoch 20: loss did not improve from 0.03556
399/400 [============================>.] - ETA: 0s - loss: 0.1098 - dice_coefficient: 0.9448
Epoch 20: loss did not improve from 0.03556
400/400 [==============================] - ETA: 0s - loss: 0.1096 - dice_coefficient: 0.9449
Epoch 20: ReduceLROnPlateau reducing learning rate to 3.999999898951501e-06.
400/400 [==============================] - 231s 577ms/step - loss: 0.1096 - dice_coefficient: 0.9449 - val_loss: 0.7061 - val_dice_coefficient: 0.6648 - lr: 2.0000e-05
Epoch 21/30

Epoch 21: loss did not improve from 0.03556
  1/400 [..............................] - ETA: 3:38 - loss: 0.0709 - dice_coefficient: 0.9449
Epoch 21: loss did not improve from 0.03556
  2/400 [..............................] - ETA: 3:45 - loss: 0.1101 - dice_coefficient: 0.9286
Epoch 21: loss did not improve from 0.03556
  3/400 [..............................] - ETA: 3:44 - loss: 0.0865 - dice_coefficient: 0.9458
Epoch 21: loss did not improve from 0.03556
  4/400 [..............................] - ETA: 3:46 - loss: 0.0737 - dice_coefficient: 0.9523
Epoch 21: loss did not improve from 0.03556
  5/400 [..............................] - ETA: 3:45 - loss: 0.0618 - dice_coefficient: 0.9595
Epoch 21: loss did not improve from 0.03556
  6/400 [..............................] - ETA: 3:44 - loss: 0.0574 - dice_coefficient: 0.9618
Epoch 21: loss did not improve from 0.03556
  7/400 [..............................] - ETA: 3:43 - loss: 0.0969 - dice_coefficient: 0.9278
Epoch 21: loss did not improve from 0.03556
  8/400 [..............................] - ETA: 3:43 - loss: 0.1022 - dice_coefficient: 0.9221
Epoch 21: loss did not improve from 0.03556
  9/400 [..............................] - ETA: 3:43 - loss: 0.0954 - dice_coefficient: 0.9269
Epoch 21: loss did not improve from 0.03556
 10/400 [..............................] - ETA: 3:43 - loss: 0.0877 - dice_coefficient: 0.9330
Epoch 21: loss did not improve from 0.03556
 11/400 [..............................] - ETA: 3:42 - loss: 0.0860 - dice_coefficient: 0.9350
Epoch 21: loss did not improve from 0.03556
 12/400 [..............................] - ETA: 3:41 - loss: 0.0870 - dice_coefficient: 0.9333
Epoch 21: loss did not improve from 0.03556
 13/400 [..............................] - ETA: 3:40 - loss: 0.0830 - dice_coefficient: 0.9367
Epoch 21: loss did not improve from 0.03556
 14/400 [>.............................] - ETA: 3:40 - loss: 0.0863 - dice_coefficient: 0.9328
Epoch 21: loss did not improve from 0.03556
 15/400 [>.............................] - ETA: 3:39 - loss: 0.0835 - dice_coefficient: 0.9353
Epoch 21: loss did not improve from 0.03556
 16/400 [>.............................] - ETA: 3:39 - loss: 0.0790 - dice_coefficient: 0.9389
Epoch 21: loss did not improve from 0.03556
 17/400 [>.............................] - ETA: 3:38 - loss: 0.0766 - dice_coefficient: 0.9410
Epoch 21: loss did not improve from 0.03556
 18/400 [>.............................] - ETA: 3:37 - loss: 0.0771 - dice_coefficient: 0.9412
Epoch 21: loss did not improve from 0.03556
 19/400 [>.............................] - ETA: 3:37 - loss: 0.0764 - dice_coefficient: 0.9412
Epoch 21: loss did not improve from 0.03556
 20/400 [>.............................] - ETA: 3:36 - loss: 0.0736 - dice_coefficient: 0.9436
Epoch 21: loss did not improve from 0.03556
 21/400 [>.............................] - ETA: 3:36 - loss: 0.0719 - dice_coefficient: 0.9450
Epoch 21: loss did not improve from 0.03556
 22/400 [>.............................] - ETA: 3:35 - loss: 0.0757 - dice_coefficient: 0.9416
Epoch 21: loss did not improve from 0.03556
 23/400 [>.............................] - ETA: 3:35 - loss: 0.0748 - dice_coefficient: 0.9419
Epoch 21: loss did not improve from 0.03556
 24/400 [>.............................] - ETA: 3:34 - loss: 0.0729 - dice_coefficient: 0.9434
Epoch 21: loss did not improve from 0.03556
 25/400 [>.............................] - ETA: 3:33 - loss: 0.0720 - dice_coefficient: 0.9448
Epoch 21: loss did not improve from 0.03556
 26/400 [>.............................] - ETA: 3:33 - loss: 0.0721 - dice_coefficient: 0.9448
Epoch 21: loss did not improve from 0.03556
 27/400 [=>............................] - ETA: 3:33 - loss: 0.0706 - dice_coefficient: 0.9463
Epoch 21: loss did not improve from 0.03556
 28/400 [=>............................] - ETA: 3:32 - loss: 0.0705 - dice_coefficient: 0.9468
Epoch 21: loss did not improve from 0.03556
 29/400 [=>............................] - ETA: 3:32 - loss: 0.0719 - dice_coefficient: 0.9459
Epoch 21: loss did not improve from 0.03556
 30/400 [=>............................] - ETA: 3:31 - loss: 0.0713 - dice_coefficient: 0.9464
Epoch 21: loss did not improve from 0.03556
 31/400 [=>............................] - ETA: 3:30 - loss: 0.0701 - dice_coefficient: 0.9472
Epoch 21: loss did not improve from 0.03556
 32/400 [=>............................] - ETA: 3:30 - loss: 0.0704 - dice_coefficient: 0.9467
Epoch 21: loss did not improve from 0.03556
 33/400 [=>............................] - ETA: 3:29 - loss: 0.0686 - dice_coefficient: 0.9481
Epoch 21: loss did not improve from 0.03556
 34/400 [=>............................] - ETA: 3:29 - loss: 0.0678 - dice_coefficient: 0.9490
Epoch 21: loss did not improve from 0.03556
 35/400 [=>............................] - ETA: 3:28 - loss: 0.0710 - dice_coefficient: 0.9460
Epoch 21: loss did not improve from 0.03556
 36/400 [=>............................] - ETA: 3:28 - loss: 0.0699 - dice_coefficient: 0.9470
Epoch 21: loss did not improve from 0.03556
 37/400 [=>............................] - ETA: 3:27 - loss: 0.0715 - dice_coefficient: 0.9452
Epoch 21: loss did not improve from 0.03556
 38/400 [=>............................] - ETA: 3:27 - loss: 0.0706 - dice_coefficient: 0.9459
Epoch 21: loss did not improve from 0.03556
 39/400 [=>............................] - ETA: 3:26 - loss: 0.0700 - dice_coefficient: 0.9463
Epoch 21: loss did not improve from 0.03556
 40/400 [==>...........................] - ETA: 3:25 - loss: 0.0687 - dice_coefficient: 0.9474
Epoch 21: loss did not improve from 0.03556
 41/400 [==>...........................] - ETA: 3:25 - loss: 0.0679 - dice_coefficient: 0.9482
Epoch 21: loss did not improve from 0.03556
 42/400 [==>...........................] - ETA: 3:24 - loss: 0.0665 - dice_coefficient: 0.9493
Epoch 21: loss did not improve from 0.03556
 43/400 [==>...........................] - ETA: 3:24 - loss: 0.0655 - dice_coefficient: 0.9501
Epoch 21: loss did not improve from 0.03556
 44/400 [==>...........................] - ETA: 3:23 - loss: 0.0651 - dice_coefficient: 0.9505
Epoch 21: loss did not improve from 0.03556
 45/400 [==>...........................] - ETA: 3:22 - loss: 0.0651 - dice_coefficient: 0.9503
Epoch 21: loss did not improve from 0.03556
 46/400 [==>...........................] - ETA: 3:22 - loss: 0.0669 - dice_coefficient: 0.9484
Epoch 21: loss did not improve from 0.03556
 47/400 [==>...........................] - ETA: 3:21 - loss: 0.0684 - dice_coefficient: 0.9483
Epoch 21: loss did not improve from 0.03556
 48/400 [==>...........................] - ETA: 3:21 - loss: 0.0676 - dice_coefficient: 0.9489
Epoch 21: loss did not improve from 0.03556
 49/400 [==>...........................] - ETA: 3:20 - loss: 0.0684 - dice_coefficient: 0.9480
Epoch 21: loss did not improve from 0.03556
 50/400 [==>...........................] - ETA: 3:19 - loss: 0.0674 - dice_coefficient: 0.9488
Epoch 21: loss did not improve from 0.03556
 51/400 [==>...........................] - ETA: 3:19 - loss: 0.0667 - dice_coefficient: 0.9495
Epoch 21: loss did not improve from 0.03556
 52/400 [==>...........................] - ETA: 3:18 - loss: 0.0688 - dice_coefficient: 0.9475
Epoch 21: loss did not improve from 0.03556
 53/400 [==>...........................] - ETA: 3:18 - loss: 0.0709 - dice_coefficient: 0.9455
Epoch 21: loss did not improve from 0.03556
 54/400 [===>..........................] - ETA: 3:18 - loss: 0.0700 - dice_coefficient: 0.9462
Epoch 21: loss did not improve from 0.03556
 55/400 [===>..........................] - ETA: 3:18 - loss: 0.0700 - dice_coefficient: 0.9460
Epoch 21: loss did not improve from 0.03556
 56/400 [===>..........................] - ETA: 3:17 - loss: 0.0691 - dice_coefficient: 0.9467
Epoch 21: loss did not improve from 0.03556
 57/400 [===>..........................] - ETA: 3:17 - loss: 0.0684 - dice_coefficient: 0.9472
Epoch 21: loss did not improve from 0.03556
 58/400 [===>..........................] - ETA: 3:16 - loss: 0.0675 - dice_coefficient: 0.9479
Epoch 21: loss did not improve from 0.03556
 59/400 [===>..........................] - ETA: 3:16 - loss: 0.0675 - dice_coefficient: 0.9480
Epoch 21: loss did not improve from 0.03556
 60/400 [===>..........................] - ETA: 3:15 - loss: 0.0668 - dice_coefficient: 0.9487
Epoch 21: loss did not improve from 0.03556
 61/400 [===>..........................] - ETA: 3:15 - loss: 0.0660 - dice_coefficient: 0.9493
Epoch 21: loss did not improve from 0.03556
 62/400 [===>..........................] - ETA: 3:15 - loss: 0.0661 - dice_coefficient: 0.9490
Epoch 21: loss did not improve from 0.03556
 63/400 [===>..........................] - ETA: 3:15 - loss: 0.0655 - dice_coefficient: 0.9495
Epoch 21: loss did not improve from 0.03556
 64/400 [===>..........................] - ETA: 3:15 - loss: 0.0649 - dice_coefficient: 0.9500
Epoch 21: loss did not improve from 0.03556
 65/400 [===>..........................] - ETA: 3:15 - loss: 0.0643 - dice_coefficient: 0.9505
Epoch 21: loss did not improve from 0.03556
 66/400 [===>..........................] - ETA: 3:14 - loss: 0.0636 - dice_coefficient: 0.9510
Epoch 21: loss did not improve from 0.03556
 67/400 [====>.........................] - ETA: 3:14 - loss: 0.0630 - dice_coefficient: 0.9515
Epoch 21: loss did not improve from 0.03556
 68/400 [====>.........................] - ETA: 3:14 - loss: 0.0626 - dice_coefficient: 0.9518
Epoch 21: loss did not improve from 0.03556
 69/400 [====>.........................] - ETA: 3:14 - loss: 0.0631 - dice_coefficient: 0.9512
Epoch 21: loss did not improve from 0.03556
 70/400 [====>.........................] - ETA: 3:14 - loss: 0.0626 - dice_coefficient: 0.9516
Epoch 21: loss did not improve from 0.03556
 71/400 [====>.........................] - ETA: 3:14 - loss: 0.0626 - dice_coefficient: 0.9516
Epoch 21: loss did not improve from 0.03556
 72/400 [====>.........................] - ETA: 3:13 - loss: 0.0622 - dice_coefficient: 0.9520
Epoch 21: loss did not improve from 0.03556
 73/400 [====>.........................] - ETA: 3:13 - loss: 0.0617 - dice_coefficient: 0.9524
Epoch 21: loss did not improve from 0.03556
 74/400 [====>.........................] - ETA: 3:12 - loss: 0.0611 - dice_coefficient: 0.9529
Epoch 21: loss did not improve from 0.03556
 75/400 [====>.........................] - ETA: 3:11 - loss: 0.0608 - dice_coefficient: 0.9533
Epoch 21: loss did not improve from 0.03556
 76/400 [====>.........................] - ETA: 3:11 - loss: 0.0612 - dice_coefficient: 0.9529
Epoch 21: loss did not improve from 0.03556
 77/400 [====>.........................] - ETA: 3:10 - loss: 0.0639 - dice_coefficient: 0.9505
Epoch 21: loss did not improve from 0.03556
 78/400 [====>.........................] - ETA: 3:09 - loss: 0.0639 - dice_coefficient: 0.9505
Epoch 21: loss did not improve from 0.03556
 79/400 [====>.........................] - ETA: 3:09 - loss: 0.0633 - dice_coefficient: 0.9509
Epoch 21: loss did not improve from 0.03556
 80/400 [=====>........................] - ETA: 3:08 - loss: 0.0631 - dice_coefficient: 0.9512
Epoch 21: loss did not improve from 0.03556
 81/400 [=====>........................] - ETA: 3:07 - loss: 0.0625 - dice_coefficient: 0.9516
Epoch 21: loss did not improve from 0.03556
 82/400 [=====>........................] - ETA: 3:07 - loss: 0.0635 - dice_coefficient: 0.9507
Epoch 21: loss did not improve from 0.03556
 83/400 [=====>........................] - ETA: 3:06 - loss: 0.0631 - dice_coefficient: 0.9510
Epoch 21: loss did not improve from 0.03556
 84/400 [=====>........................] - ETA: 3:05 - loss: 0.0627 - dice_coefficient: 0.9513
Epoch 21: loss did not improve from 0.03556
 85/400 [=====>........................] - ETA: 3:05 - loss: 0.0624 - dice_coefficient: 0.9516
Epoch 21: loss did not improve from 0.03556
 86/400 [=====>........................] - ETA: 3:04 - loss: 0.0626 - dice_coefficient: 0.9514
Epoch 21: loss did not improve from 0.03556
 87/400 [=====>........................] - ETA: 3:03 - loss: 0.0624 - dice_coefficient: 0.9515
Epoch 21: loss did not improve from 0.03556
 88/400 [=====>........................] - ETA: 3:03 - loss: 0.0634 - dice_coefficient: 0.9505
Epoch 21: loss did not improve from 0.03556
 89/400 [=====>........................] - ETA: 3:02 - loss: 0.0644 - dice_coefficient: 0.9496
Epoch 21: loss did not improve from 0.03556
 90/400 [=====>........................] - ETA: 3:02 - loss: 0.0641 - dice_coefficient: 0.9498
Epoch 21: loss did not improve from 0.03556
 91/400 [=====>........................] - ETA: 3:01 - loss: 0.0639 - dice_coefficient: 0.9501
Epoch 21: loss did not improve from 0.03556
 92/400 [=====>........................] - ETA: 3:00 - loss: 0.0638 - dice_coefficient: 0.9504
Epoch 21: loss did not improve from 0.03556
 93/400 [=====>........................] - ETA: 3:00 - loss: 0.0637 - dice_coefficient: 0.9504
Epoch 21: loss did not improve from 0.03556
 94/400 [======>.......................] - ETA: 2:59 - loss: 0.0637 - dice_coefficient: 0.9505
Epoch 21: loss did not improve from 0.03556
 95/400 [======>.......................] - ETA: 2:58 - loss: 0.0633 - dice_coefficient: 0.9509
Epoch 21: loss did not improve from 0.03556
 96/400 [======>.......................] - ETA: 2:58 - loss: 0.0630 - dice_coefficient: 0.9511
Epoch 21: loss did not improve from 0.03556
 97/400 [======>.......................] - ETA: 2:57 - loss: 0.0626 - dice_coefficient: 0.9514
Epoch 21: loss did not improve from 0.03556
 98/400 [======>.......................] - ETA: 2:57 - loss: 0.0621 - dice_coefficient: 0.9518
Epoch 21: loss did not improve from 0.03556
 99/400 [======>.......................] - ETA: 2:56 - loss: 0.0618 - dice_coefficient: 0.9521
Epoch 21: loss did not improve from 0.03556
100/400 [======>.......................] - ETA: 2:55 - loss: 0.0615 - dice_coefficient: 0.9524
Epoch 21: loss did not improve from 0.03556
101/400 [======>.......................] - ETA: 2:55 - loss: 0.0616 - dice_coefficient: 0.9522
Epoch 21: loss did not improve from 0.03556
102/400 [======>.......................] - ETA: 2:54 - loss: 0.0616 - dice_coefficient: 0.9522
Epoch 21: loss did not improve from 0.03556
103/400 [======>.......................] - ETA: 2:54 - loss: 0.0614 - dice_coefficient: 0.9523
Epoch 21: loss did not improve from 0.03556
104/400 [======>.......................] - ETA: 2:53 - loss: 0.0611 - dice_coefficient: 0.9526
Epoch 21: loss did not improve from 0.03556
105/400 [======>.......................] - ETA: 2:52 - loss: 0.0608 - dice_coefficient: 0.9529
Epoch 21: loss did not improve from 0.03556
106/400 [======>.......................] - ETA: 2:52 - loss: 0.0606 - dice_coefficient: 0.9531
Epoch 21: loss did not improve from 0.03556
107/400 [=======>......................] - ETA: 2:51 - loss: 0.0602 - dice_coefficient: 0.9535
Epoch 21: loss did not improve from 0.03556
108/400 [=======>......................] - ETA: 2:50 - loss: 0.0601 - dice_coefficient: 0.9536
Epoch 21: loss did not improve from 0.03556
109/400 [=======>......................] - ETA: 2:50 - loss: 0.0599 - dice_coefficient: 0.9538
Epoch 21: loss did not improve from 0.03556
110/400 [=======>......................] - ETA: 2:49 - loss: 0.0595 - dice_coefficient: 0.9541
Epoch 21: loss did not improve from 0.03556
111/400 [=======>......................] - ETA: 2:48 - loss: 0.0593 - dice_coefficient: 0.9543
Epoch 21: loss did not improve from 0.03556
112/400 [=======>......................] - ETA: 2:48 - loss: 0.0600 - dice_coefficient: 0.9536
Epoch 21: loss did not improve from 0.03556
113/400 [=======>......................] - ETA: 2:47 - loss: 0.0599 - dice_coefficient: 0.9538
Epoch 21: loss did not improve from 0.03556
114/400 [=======>......................] - ETA: 2:47 - loss: 0.0595 - dice_coefficient: 0.9540
Epoch 21: loss did not improve from 0.03556
115/400 [=======>......................] - ETA: 2:46 - loss: 0.0594 - dice_coefficient: 0.9542
Epoch 21: loss did not improve from 0.03556
116/400 [=======>......................] - ETA: 2:45 - loss: 0.0592 - dice_coefficient: 0.9543
Epoch 21: loss did not improve from 0.03556
117/400 [=======>......................] - ETA: 2:45 - loss: 0.0590 - dice_coefficient: 0.9546
Epoch 21: loss did not improve from 0.03556
118/400 [=======>......................] - ETA: 2:44 - loss: 0.0588 - dice_coefficient: 0.9547
Epoch 21: loss did not improve from 0.03556
119/400 [=======>......................] - ETA: 2:44 - loss: 0.0587 - dice_coefficient: 0.9549
Epoch 21: loss did not improve from 0.03556
120/400 [========>.....................] - ETA: 2:43 - loss: 0.0587 - dice_coefficient: 0.9550
Epoch 21: loss did not improve from 0.03556
121/400 [========>.....................] - ETA: 2:42 - loss: 0.0587 - dice_coefficient: 0.9551
Epoch 21: loss did not improve from 0.03556
122/400 [========>.....................] - ETA: 2:42 - loss: 0.0585 - dice_coefficient: 0.9552
Epoch 21: loss did not improve from 0.03556
123/400 [========>.....................] - ETA: 2:41 - loss: 0.0584 - dice_coefficient: 0.9553
Epoch 21: loss did not improve from 0.03556
124/400 [========>.....................] - ETA: 2:41 - loss: 0.0585 - dice_coefficient: 0.9554
Epoch 21: loss did not improve from 0.03556
125/400 [========>.....................] - ETA: 2:40 - loss: 0.0585 - dice_coefficient: 0.9553
Epoch 21: loss did not improve from 0.03556
126/400 [========>.....................] - ETA: 2:39 - loss: 0.0584 - dice_coefficient: 0.9555
Epoch 21: loss did not improve from 0.03556
127/400 [========>.....................] - ETA: 2:39 - loss: 0.0591 - dice_coefficient: 0.9548
Epoch 21: loss did not improve from 0.03556
128/400 [========>.....................] - ETA: 2:38 - loss: 0.0588 - dice_coefficient: 0.9550
Epoch 21: loss did not improve from 0.03556
129/400 [========>.....................] - ETA: 2:38 - loss: 0.0586 - dice_coefficient: 0.9553
Epoch 21: loss did not improve from 0.03556
130/400 [========>.....................] - ETA: 2:37 - loss: 0.0585 - dice_coefficient: 0.9553
Epoch 21: loss did not improve from 0.03556
131/400 [========>.....................] - ETA: 2:36 - loss: 0.0589 - dice_coefficient: 0.9549
Epoch 21: loss did not improve from 0.03556
132/400 [========>.....................] - ETA: 2:36 - loss: 0.0586 - dice_coefficient: 0.9551
Epoch 21: loss did not improve from 0.03556
133/400 [========>.....................] - ETA: 2:35 - loss: 0.0586 - dice_coefficient: 0.9551
Epoch 21: loss did not improve from 0.03556
134/400 [=========>....................] - ETA: 2:35 - loss: 0.0584 - dice_coefficient: 0.9553
Epoch 21: loss did not improve from 0.03556
135/400 [=========>....................] - ETA: 2:34 - loss: 0.0583 - dice_coefficient: 0.9554
Epoch 21: loss did not improve from 0.03556
136/400 [=========>....................] - ETA: 2:33 - loss: 0.0591 - dice_coefficient: 0.9547
Epoch 21: loss did not improve from 0.03556
137/400 [=========>....................] - ETA: 2:33 - loss: 0.0591 - dice_coefficient: 0.9547
Epoch 21: loss did not improve from 0.03556
138/400 [=========>....................] - ETA: 2:32 - loss: 0.0591 - dice_coefficient: 0.9547
Epoch 21: loss did not improve from 0.03556
139/400 [=========>....................] - ETA: 2:32 - loss: 0.0591 - dice_coefficient: 0.9547
Epoch 21: loss did not improve from 0.03556
140/400 [=========>....................] - ETA: 2:31 - loss: 0.0588 - dice_coefficient: 0.9550
Epoch 21: loss did not improve from 0.03556
141/400 [=========>....................] - ETA: 2:30 - loss: 0.0589 - dice_coefficient: 0.9551
Epoch 21: loss did not improve from 0.03556
142/400 [=========>....................] - ETA: 2:30 - loss: 0.0586 - dice_coefficient: 0.9553
Epoch 21: loss did not improve from 0.03556
143/400 [=========>....................] - ETA: 2:29 - loss: 0.0585 - dice_coefficient: 0.9554
Epoch 21: loss did not improve from 0.03556
144/400 [=========>....................] - ETA: 2:28 - loss: 0.0583 - dice_coefficient: 0.9556
Epoch 21: loss did not improve from 0.03556
145/400 [=========>....................] - ETA: 2:28 - loss: 0.0581 - dice_coefficient: 0.9557
Epoch 21: loss did not improve from 0.03556
146/400 [=========>....................] - ETA: 2:27 - loss: 0.0581 - dice_coefficient: 0.9557
Epoch 21: loss did not improve from 0.03556
147/400 [==========>...................] - ETA: 2:27 - loss: 0.0579 - dice_coefficient: 0.9559
Epoch 21: loss did not improve from 0.03556
148/400 [==========>...................] - ETA: 2:26 - loss: 0.0579 - dice_coefficient: 0.9558
Epoch 21: loss did not improve from 0.03556
149/400 [==========>...................] - ETA: 2:26 - loss: 0.0581 - dice_coefficient: 0.9558
Epoch 21: loss did not improve from 0.03556
150/400 [==========>...................] - ETA: 2:25 - loss: 0.0588 - dice_coefficient: 0.9551
Epoch 21: loss did not improve from 0.03556
151/400 [==========>...................] - ETA: 2:24 - loss: 0.0587 - dice_coefficient: 0.9553
Epoch 21: loss did not improve from 0.03556
152/400 [==========>...................] - ETA: 2:24 - loss: 0.0587 - dice_coefficient: 0.9552
Epoch 21: loss did not improve from 0.03556
153/400 [==========>...................] - ETA: 2:23 - loss: 0.0589 - dice_coefficient: 0.9550
Epoch 21: loss did not improve from 0.03556
154/400 [==========>...................] - ETA: 2:23 - loss: 0.0587 - dice_coefficient: 0.9552
Epoch 21: loss did not improve from 0.03556
155/400 [==========>...................] - ETA: 2:22 - loss: 0.0584 - dice_coefficient: 0.9554
Epoch 21: loss did not improve from 0.03556
156/400 [==========>...................] - ETA: 2:21 - loss: 0.0581 - dice_coefficient: 0.9556
Epoch 21: loss did not improve from 0.03556
157/400 [==========>...................] - ETA: 2:21 - loss: 0.0585 - dice_coefficient: 0.9554
Epoch 21: loss did not improve from 0.03556
158/400 [==========>...................] - ETA: 2:20 - loss: 0.0583 - dice_coefficient: 0.9555
Epoch 21: loss did not improve from 0.03556
159/400 [==========>...................] - ETA: 2:20 - loss: 0.0582 - dice_coefficient: 0.9556
Epoch 21: loss did not improve from 0.03556
160/400 [===========>..................] - ETA: 2:19 - loss: 0.0580 - dice_coefficient: 0.9557
Epoch 21: loss did not improve from 0.03556
161/400 [===========>..................] - ETA: 2:18 - loss: 0.0579 - dice_coefficient: 0.9559
Epoch 21: loss did not improve from 0.03556
162/400 [===========>..................] - ETA: 2:18 - loss: 0.0581 - dice_coefficient: 0.9556
Epoch 21: loss did not improve from 0.03556
163/400 [===========>..................] - ETA: 2:17 - loss: 0.0578 - dice_coefficient: 0.9559
Epoch 21: loss did not improve from 0.03556
164/400 [===========>..................] - ETA: 2:17 - loss: 0.0577 - dice_coefficient: 0.9560
Epoch 21: loss did not improve from 0.03556
165/400 [===========>..................] - ETA: 2:16 - loss: 0.0577 - dice_coefficient: 0.9560
Epoch 21: loss did not improve from 0.03556
166/400 [===========>..................] - ETA: 2:16 - loss: 0.0576 - dice_coefficient: 0.9560
Epoch 21: loss did not improve from 0.03556
167/400 [===========>..................] - ETA: 2:15 - loss: 0.0574 - dice_coefficient: 0.9561
Epoch 21: loss did not improve from 0.03556
168/400 [===========>..................] - ETA: 2:14 - loss: 0.0574 - dice_coefficient: 0.9562
Epoch 21: loss did not improve from 0.03556
169/400 [===========>..................] - ETA: 2:14 - loss: 0.0574 - dice_coefficient: 0.9563
Epoch 21: loss did not improve from 0.03556
170/400 [===========>..................] - ETA: 2:13 - loss: 0.0573 - dice_coefficient: 0.9562
Epoch 21: loss did not improve from 0.03556
171/400 [===========>..................] - ETA: 2:13 - loss: 0.0572 - dice_coefficient: 0.9563
Epoch 21: loss did not improve from 0.03556
172/400 [===========>..................] - ETA: 2:12 - loss: 0.0571 - dice_coefficient: 0.9564
Epoch 21: loss did not improve from 0.03556
173/400 [===========>..................] - ETA: 2:11 - loss: 0.0570 - dice_coefficient: 0.9565
Epoch 21: loss did not improve from 0.03556
174/400 [============>.................] - ETA: 2:11 - loss: 0.0578 - dice_coefficient: 0.9560
Epoch 21: loss did not improve from 0.03556
175/400 [============>.................] - ETA: 2:10 - loss: 0.0588 - dice_coefficient: 0.9551
Epoch 21: loss did not improve from 0.03556
176/400 [============>.................] - ETA: 2:10 - loss: 0.0597 - dice_coefficient: 0.9543
Epoch 21: loss did not improve from 0.03556
177/400 [============>.................] - ETA: 2:09 - loss: 0.0595 - dice_coefficient: 0.9545
Epoch 21: loss did not improve from 0.03556
178/400 [============>.................] - ETA: 2:08 - loss: 0.0593 - dice_coefficient: 0.9547
Epoch 21: loss did not improve from 0.03556
179/400 [============>.................] - ETA: 2:08 - loss: 0.0593 - dice_coefficient: 0.9547
Epoch 21: loss did not improve from 0.03556
180/400 [============>.................] - ETA: 2:07 - loss: 0.0597 - dice_coefficient: 0.9546
Epoch 21: loss did not improve from 0.03556
181/400 [============>.................] - ETA: 2:07 - loss: 0.0595 - dice_coefficient: 0.9547
Epoch 21: loss did not improve from 0.03556
182/400 [============>.................] - ETA: 2:06 - loss: 0.0594 - dice_coefficient: 0.9548
Epoch 21: loss did not improve from 0.03556
183/400 [============>.................] - ETA: 2:05 - loss: 0.0591 - dice_coefficient: 0.9550
Epoch 21: loss did not improve from 0.03556
184/400 [============>.................] - ETA: 2:05 - loss: 0.0590 - dice_coefficient: 0.9551
Epoch 21: loss did not improve from 0.03556
185/400 [============>.................] - ETA: 2:04 - loss: 0.0590 - dice_coefficient: 0.9552
Epoch 21: loss did not improve from 0.03556
186/400 [============>.................] - ETA: 2:04 - loss: 0.0589 - dice_coefficient: 0.9553
Epoch 21: loss did not improve from 0.03556
187/400 [=============>................] - ETA: 2:03 - loss: 0.0587 - dice_coefficient: 0.9555
Epoch 21: loss did not improve from 0.03556
188/400 [=============>................] - ETA: 2:03 - loss: 0.0607 - dice_coefficient: 0.9539
Epoch 21: loss did not improve from 0.03556
189/400 [=============>................] - ETA: 2:02 - loss: 0.0605 - dice_coefficient: 0.9541
Epoch 21: loss did not improve from 0.03556
190/400 [=============>................] - ETA: 2:01 - loss: 0.0604 - dice_coefficient: 0.9542
Epoch 21: loss did not improve from 0.03556
191/400 [=============>................] - ETA: 2:01 - loss: 0.0601 - dice_coefficient: 0.9544
Epoch 21: loss did not improve from 0.03556
192/400 [=============>................] - ETA: 2:00 - loss: 0.0601 - dice_coefficient: 0.9544
Epoch 21: loss did not improve from 0.03556
193/400 [=============>................] - ETA: 2:00 - loss: 0.0599 - dice_coefficient: 0.9545
Epoch 21: loss did not improve from 0.03556
194/400 [=============>................] - ETA: 1:59 - loss: 0.0600 - dice_coefficient: 0.9544
Epoch 21: loss did not improve from 0.03556
195/400 [=============>................] - ETA: 1:58 - loss: 0.0608 - dice_coefficient: 0.9539
Epoch 21: loss did not improve from 0.03556
196/400 [=============>................] - ETA: 1:58 - loss: 0.0615 - dice_coefficient: 0.9532
Epoch 21: loss did not improve from 0.03556
197/400 [=============>................] - ETA: 1:57 - loss: 0.0619 - dice_coefficient: 0.9528
Epoch 21: loss did not improve from 0.03556
198/400 [=============>................] - ETA: 1:57 - loss: 0.0616 - dice_coefficient: 0.9530
Epoch 21: loss did not improve from 0.03556
199/400 [=============>................] - ETA: 1:56 - loss: 0.0615 - dice_coefficient: 0.9531
Epoch 21: loss did not improve from 0.03556
200/400 [==============>...............] - ETA: 1:55 - loss: 0.0613 - dice_coefficient: 0.9532
Epoch 21: loss did not improve from 0.03556
201/400 [==============>...............] - ETA: 1:55 - loss: 0.0612 - dice_coefficient: 0.9533
Epoch 21: loss did not improve from 0.03556
202/400 [==============>...............] - ETA: 1:54 - loss: 0.0611 - dice_coefficient: 0.9534
Epoch 21: loss did not improve from 0.03556
203/400 [==============>...............] - ETA: 1:54 - loss: 0.0612 - dice_coefficient: 0.9532
Epoch 21: loss did not improve from 0.03556
204/400 [==============>...............] - ETA: 1:53 - loss: 0.0611 - dice_coefficient: 0.9534
Epoch 21: loss did not improve from 0.03556
205/400 [==============>...............] - ETA: 1:53 - loss: 0.0614 - dice_coefficient: 0.9533
Epoch 21: loss did not improve from 0.03556
206/400 [==============>...............] - ETA: 1:52 - loss: 0.0625 - dice_coefficient: 0.9524
Epoch 21: loss did not improve from 0.03556
207/400 [==============>...............] - ETA: 1:51 - loss: 0.0624 - dice_coefficient: 0.9524
Epoch 21: loss did not improve from 0.03556
208/400 [==============>...............] - ETA: 1:51 - loss: 0.0628 - dice_coefficient: 0.9521
Epoch 21: loss did not improve from 0.03556
209/400 [==============>...............] - ETA: 1:50 - loss: 0.0629 - dice_coefficient: 0.9520
Epoch 21: loss did not improve from 0.03556
210/400 [==============>...............] - ETA: 1:50 - loss: 0.0628 - dice_coefficient: 0.9521
Epoch 21: loss did not improve from 0.03556
211/400 [==============>...............] - ETA: 1:49 - loss: 0.0628 - dice_coefficient: 0.9522
Epoch 21: loss did not improve from 0.03556
212/400 [==============>...............] - ETA: 1:48 - loss: 0.0627 - dice_coefficient: 0.9522
Epoch 21: loss did not improve from 0.03556
213/400 [==============>...............] - ETA: 1:48 - loss: 0.1383 - dice_coefficient: 0.9477
Epoch 21: loss did not improve from 0.03556
214/400 [===============>..............] - ETA: 1:47 - loss: 0.1382 - dice_coefficient: 0.9476
Epoch 21: loss did not improve from 0.03556
215/400 [===============>..............] - ETA: 1:47 - loss: 0.1379 - dice_coefficient: 0.9476
Epoch 21: loss did not improve from 0.03556
216/400 [===============>..............] - ETA: 1:46 - loss: 0.1375 - dice_coefficient: 0.9476
Epoch 21: loss did not improve from 0.03556
217/400 [===============>..............] - ETA: 1:46 - loss: 0.1380 - dice_coefficient: 0.9468
Epoch 21: loss did not improve from 0.03556
218/400 [===============>..............] - ETA: 1:45 - loss: 0.1376 - dice_coefficient: 0.9469
Epoch 21: loss did not improve from 0.03556
219/400 [===============>..............] - ETA: 1:44 - loss: 0.1372 - dice_coefficient: 0.9470
Epoch 21: loss did not improve from 0.03556
220/400 [===============>..............] - ETA: 1:44 - loss: 0.1369 - dice_coefficient: 0.9471
Epoch 21: loss did not improve from 0.03556
221/400 [===============>..............] - ETA: 1:43 - loss: 0.1366 - dice_coefficient: 0.9470
Epoch 21: loss did not improve from 0.03556
222/400 [===============>..............] - ETA: 1:43 - loss: 0.1362 - dice_coefficient: 0.9472
Epoch 21: loss did not improve from 0.03556
223/400 [===============>..............] - ETA: 1:42 - loss: 0.1359 - dice_coefficient: 0.9471
Epoch 21: loss did not improve from 0.03556
224/400 [===============>..............] - ETA: 1:41 - loss: 0.1353 - dice_coefficient: 0.9473
Epoch 21: loss did not improve from 0.03556
225/400 [===============>..............] - ETA: 1:41 - loss: 0.1349 - dice_coefficient: 0.9475
Epoch 21: loss did not improve from 0.03556
226/400 [===============>..............] - ETA: 1:40 - loss: 0.1344 - dice_coefficient: 0.9477
Epoch 21: loss did not improve from 0.03556
227/400 [================>.............] - ETA: 1:40 - loss: 0.1340 - dice_coefficient: 0.9477
Epoch 21: loss did not improve from 0.03556
228/400 [================>.............] - ETA: 1:39 - loss: 0.1336 - dice_coefficient: 0.9478
Epoch 21: loss did not improve from 0.03556
229/400 [================>.............] - ETA: 1:39 - loss: 0.1338 - dice_coefficient: 0.9475
Epoch 21: loss did not improve from 0.03556
230/400 [================>.............] - ETA: 1:38 - loss: 0.1333 - dice_coefficient: 0.9477
Epoch 21: loss did not improve from 0.03556
231/400 [================>.............] - ETA: 1:37 - loss: 0.1329 - dice_coefficient: 0.9478
Epoch 21: loss did not improve from 0.03556
232/400 [================>.............] - ETA: 1:37 - loss: 0.1326 - dice_coefficient: 0.9479
Epoch 21: loss did not improve from 0.03556
233/400 [================>.............] - ETA: 1:36 - loss: 0.1322 - dice_coefficient: 0.9479
Epoch 21: loss did not improve from 0.03556
234/400 [================>.............] - ETA: 1:36 - loss: 0.1337 - dice_coefficient: 0.9466
Epoch 21: loss did not improve from 0.03556
235/400 [================>.............] - ETA: 1:35 - loss: 0.1347 - dice_coefficient: 0.9455
Epoch 21: loss did not improve from 0.03556
236/400 [================>.............] - ETA: 1:34 - loss: 0.1343 - dice_coefficient: 0.9456
Epoch 21: loss did not improve from 0.03556
237/400 [================>.............] - ETA: 1:34 - loss: 0.1340 - dice_coefficient: 0.9458
Epoch 21: loss did not improve from 0.03556
238/400 [================>.............] - ETA: 1:33 - loss: 0.1337 - dice_coefficient: 0.9457
Epoch 21: loss did not improve from 0.03556
239/400 [================>.............] - ETA: 1:33 - loss: 0.1335 - dice_coefficient: 0.9456
Epoch 21: loss did not improve from 0.03556
240/400 [=================>............] - ETA: 1:32 - loss: 0.1330 - dice_coefficient: 0.9458
Epoch 21: loss did not improve from 0.03556
241/400 [=================>............] - ETA: 1:32 - loss: 0.1329 - dice_coefficient: 0.9457
Epoch 21: loss did not improve from 0.03556
242/400 [=================>............] - ETA: 1:31 - loss: 0.1325 - dice_coefficient: 0.9458
Epoch 21: loss did not improve from 0.03556
243/400 [=================>............] - ETA: 1:30 - loss: 0.1321 - dice_coefficient: 0.9459
Epoch 21: loss did not improve from 0.03556
244/400 [=================>............] - ETA: 1:30 - loss: 0.1317 - dice_coefficient: 0.9461
Epoch 21: loss did not improve from 0.03556
245/400 [=================>............] - ETA: 1:29 - loss: 0.1315 - dice_coefficient: 0.9460
Epoch 21: loss did not improve from 0.03556
246/400 [=================>............] - ETA: 1:29 - loss: 0.1312 - dice_coefficient: 0.9459
Epoch 21: loss did not improve from 0.03556
247/400 [=================>............] - ETA: 1:28 - loss: 0.1317 - dice_coefficient: 0.9453
Epoch 21: loss did not improve from 0.03556
248/400 [=================>............] - ETA: 1:27 - loss: 0.1315 - dice_coefficient: 0.9453
Epoch 21: loss did not improve from 0.03556
249/400 [=================>............] - ETA: 1:27 - loss: 0.1331 - dice_coefficient: 0.9439
Epoch 21: loss did not improve from 0.03556
250/400 [=================>............] - ETA: 1:26 - loss: 0.1327 - dice_coefficient: 0.9441
Epoch 21: loss did not improve from 0.03556
251/400 [=================>............] - ETA: 1:26 - loss: 0.1327 - dice_coefficient: 0.9438
Epoch 21: loss did not improve from 0.03556
252/400 [=================>............] - ETA: 1:25 - loss: 0.1325 - dice_coefficient: 0.9438
Epoch 21: loss did not improve from 0.03556
253/400 [=================>............] - ETA: 1:25 - loss: 0.1321 - dice_coefficient: 0.9439
Epoch 21: loss did not improve from 0.03556
254/400 [==================>...........] - ETA: 1:24 - loss: 0.1318 - dice_coefficient: 0.9440
Epoch 21: loss did not improve from 0.03556
255/400 [==================>...........] - ETA: 1:23 - loss: 0.1314 - dice_coefficient: 0.9441
Epoch 21: loss did not improve from 0.03556
256/400 [==================>...........] - ETA: 1:23 - loss: 0.1310 - dice_coefficient: 0.9442
Epoch 21: loss did not improve from 0.03556
257/400 [==================>...........] - ETA: 1:22 - loss: 0.1307 - dice_coefficient: 0.9443
Epoch 21: loss did not improve from 0.03556
258/400 [==================>...........] - ETA: 1:22 - loss: 0.1305 - dice_coefficient: 0.9443
Epoch 21: loss did not improve from 0.03556
259/400 [==================>...........] - ETA: 1:21 - loss: 0.1300 - dice_coefficient: 0.9445
Epoch 21: loss did not improve from 0.03556
260/400 [==================>...........] - ETA: 1:21 - loss: 0.1296 - dice_coefficient: 0.9447
Epoch 21: loss did not improve from 0.03556
261/400 [==================>...........] - ETA: 1:20 - loss: 0.1293 - dice_coefficient: 0.9447
Epoch 21: loss did not improve from 0.03556
262/400 [==================>...........] - ETA: 1:19 - loss: 0.1290 - dice_coefficient: 0.9448
Epoch 21: loss did not improve from 0.03556
263/400 [==================>...........] - ETA: 1:19 - loss: 0.1288 - dice_coefficient: 0.9448
Epoch 21: loss did not improve from 0.03556
264/400 [==================>...........] - ETA: 1:18 - loss: 0.1284 - dice_coefficient: 0.9450
Epoch 21: loss did not improve from 0.03556
265/400 [==================>...........] - ETA: 1:18 - loss: 0.1286 - dice_coefficient: 0.9446
Epoch 21: loss did not improve from 0.03556
266/400 [==================>...........] - ETA: 1:17 - loss: 0.1283 - dice_coefficient: 0.9446
Epoch 21: loss did not improve from 0.03556
267/400 [===================>..........] - ETA: 1:16 - loss: 0.1280 - dice_coefficient: 0.9446
Epoch 21: loss did not improve from 0.03556
268/400 [===================>..........] - ETA: 1:16 - loss: 0.1279 - dice_coefficient: 0.9446
Epoch 21: loss did not improve from 0.03556
269/400 [===================>..........] - ETA: 1:15 - loss: 0.1275 - dice_coefficient: 0.9448
Epoch 21: loss did not improve from 0.03556
270/400 [===================>..........] - ETA: 1:15 - loss: 0.1271 - dice_coefficient: 0.9449
Epoch 21: loss did not improve from 0.03556
271/400 [===================>..........] - ETA: 1:14 - loss: 0.1269 - dice_coefficient: 0.9449
Epoch 21: loss did not improve from 0.03556
272/400 [===================>..........] - ETA: 1:14 - loss: 0.1265 - dice_coefficient: 0.9450
Epoch 21: loss did not improve from 0.03556
273/400 [===================>..........] - ETA: 1:13 - loss: 0.1262 - dice_coefficient: 0.9452
Epoch 21: loss did not improve from 0.03556
274/400 [===================>..........] - ETA: 1:12 - loss: 0.1258 - dice_coefficient: 0.9453
Epoch 21: loss did not improve from 0.03556
275/400 [===================>..........] - ETA: 1:12 - loss: 0.1254 - dice_coefficient: 0.9455
Epoch 21: loss did not improve from 0.03556
276/400 [===================>..........] - ETA: 1:11 - loss: 0.1250 - dice_coefficient: 0.9456
Epoch 21: loss did not improve from 0.03556
277/400 [===================>..........] - ETA: 1:11 - loss: 0.1247 - dice_coefficient: 0.9457
Epoch 21: loss did not improve from 0.03556
278/400 [===================>..........] - ETA: 1:10 - loss: 0.1243 - dice_coefficient: 0.9459
Epoch 21: loss did not improve from 0.03556
279/400 [===================>..........] - ETA: 1:09 - loss: 0.1239 - dice_coefficient: 0.9460
Epoch 21: loss did not improve from 0.03556
280/400 [====================>.........] - ETA: 1:09 - loss: 0.1236 - dice_coefficient: 0.9462
Epoch 21: loss did not improve from 0.03556
281/400 [====================>.........] - ETA: 1:08 - loss: 0.1242 - dice_coefficient: 0.9456
Epoch 21: loss did not improve from 0.03556
282/400 [====================>.........] - ETA: 1:08 - loss: 0.1239 - dice_coefficient: 0.9456
Epoch 21: loss did not improve from 0.03556
283/400 [====================>.........] - ETA: 1:07 - loss: 0.1238 - dice_coefficient: 0.9455
Epoch 21: loss did not improve from 0.03556
284/400 [====================>.........] - ETA: 1:07 - loss: 0.1236 - dice_coefficient: 0.9455
Epoch 21: loss did not improve from 0.03556
285/400 [====================>.........] - ETA: 1:06 - loss: 0.1234 - dice_coefficient: 0.9456
Epoch 21: loss did not improve from 0.03556
286/400 [====================>.........] - ETA: 1:05 - loss: 0.1231 - dice_coefficient: 0.9457
Epoch 21: loss did not improve from 0.03556
287/400 [====================>.........] - ETA: 1:05 - loss: 0.1229 - dice_coefficient: 0.9458
Epoch 21: loss did not improve from 0.03556
288/400 [====================>.........] - ETA: 1:04 - loss: 0.1225 - dice_coefficient: 0.9459
Epoch 21: loss did not improve from 0.03556
289/400 [====================>.........] - ETA: 1:04 - loss: 0.1222 - dice_coefficient: 0.9460
Epoch 21: loss did not improve from 0.03556
290/400 [====================>.........] - ETA: 1:03 - loss: 0.1219 - dice_coefficient: 0.9461
Epoch 21: loss did not improve from 0.03556
291/400 [====================>.........] - ETA: 1:02 - loss: 0.1217 - dice_coefficient: 0.9462
Epoch 21: loss did not improve from 0.03556
292/400 [====================>.........] - ETA: 1:02 - loss: 0.1216 - dice_coefficient: 0.9462
Epoch 21: loss did not improve from 0.03556
293/400 [====================>.........] - ETA: 1:01 - loss: 0.1213 - dice_coefficient: 0.9463
Epoch 21: loss did not improve from 0.03556
294/400 [=====================>........] - ETA: 1:01 - loss: 0.1210 - dice_coefficient: 0.9463
Epoch 21: loss did not improve from 0.03556
295/400 [=====================>........] - ETA: 1:00 - loss: 0.1207 - dice_coefficient: 0.9464
Epoch 21: loss did not improve from 0.03556
296/400 [=====================>........] - ETA: 1:00 - loss: 0.1213 - dice_coefficient: 0.9457
Epoch 21: loss did not improve from 0.03556
297/400 [=====================>........] - ETA: 59s - loss: 0.1211 - dice_coefficient: 0.9458 
Epoch 21: loss did not improve from 0.03556
298/400 [=====================>........] - ETA: 58s - loss: 0.1209 - dice_coefficient: 0.9459
Epoch 21: loss did not improve from 0.03556
299/400 [=====================>........] - ETA: 58s - loss: 0.1207 - dice_coefficient: 0.9459
Epoch 21: loss did not improve from 0.03556
300/400 [=====================>........] - ETA: 57s - loss: 0.1206 - dice_coefficient: 0.9458
Epoch 21: loss did not improve from 0.03556
301/400 [=====================>........] - ETA: 57s - loss: 0.1203 - dice_coefficient: 0.9459
Epoch 21: loss did not improve from 0.03556
302/400 [=====================>........] - ETA: 56s - loss: 0.1200 - dice_coefficient: 0.9460
Epoch 21: loss did not improve from 0.03556
303/400 [=====================>........] - ETA: 56s - loss: 0.1197 - dice_coefficient: 0.9461
Epoch 21: loss did not improve from 0.03556
304/400 [=====================>........] - ETA: 55s - loss: 0.1195 - dice_coefficient: 0.9462
Epoch 21: loss did not improve from 0.03556
305/400 [=====================>........] - ETA: 54s - loss: 0.1192 - dice_coefficient: 0.9463
Epoch 21: loss did not improve from 0.03556
306/400 [=====================>........] - ETA: 54s - loss: 0.1193 - dice_coefficient: 0.9461
Epoch 21: loss did not improve from 0.03556
307/400 [======================>.......] - ETA: 53s - loss: 0.1191 - dice_coefficient: 0.9461
Epoch 21: loss did not improve from 0.03556
308/400 [======================>.......] - ETA: 53s - loss: 0.1188 - dice_coefficient: 0.9462
Epoch 21: loss did not improve from 0.03556
309/400 [======================>.......] - ETA: 52s - loss: 0.1185 - dice_coefficient: 0.9463
Epoch 21: loss did not improve from 0.03556
310/400 [======================>.......] - ETA: 51s - loss: 0.1183 - dice_coefficient: 0.9464
Epoch 21: loss did not improve from 0.03556
311/400 [======================>.......] - ETA: 51s - loss: 0.1181 - dice_coefficient: 0.9465
Epoch 21: loss did not improve from 0.03556
312/400 [======================>.......] - ETA: 50s - loss: 0.1179 - dice_coefficient: 0.9464
Epoch 21: loss did not improve from 0.03556
313/400 [======================>.......] - ETA: 50s - loss: 0.1178 - dice_coefficient: 0.9464
Epoch 21: loss did not improve from 0.03556
314/400 [======================>.......] - ETA: 49s - loss: 0.1176 - dice_coefficient: 0.9464
Epoch 21: loss did not improve from 0.03556
315/400 [======================>.......] - ETA: 49s - loss: 0.1174 - dice_coefficient: 0.9465
Epoch 21: loss did not improve from 0.03556
316/400 [======================>.......] - ETA: 48s - loss: 0.1172 - dice_coefficient: 0.9465
Epoch 21: loss did not improve from 0.03556
317/400 [======================>.......] - ETA: 47s - loss: 0.1170 - dice_coefficient: 0.9465
Epoch 21: loss did not improve from 0.03556
318/400 [======================>.......] - ETA: 47s - loss: 0.1167 - dice_coefficient: 0.9466
Epoch 21: loss did not improve from 0.03556
319/400 [======================>.......] - ETA: 46s - loss: 0.1167 - dice_coefficient: 0.9464
Epoch 21: loss did not improve from 0.03556
320/400 [=======================>......] - ETA: 46s - loss: 0.1170 - dice_coefficient: 0.9460
Epoch 21: loss did not improve from 0.03556
321/400 [=======================>......] - ETA: 45s - loss: 0.1168 - dice_coefficient: 0.9461
Epoch 21: loss did not improve from 0.03556
322/400 [=======================>......] - ETA: 45s - loss: 0.1164 - dice_coefficient: 0.9462
Epoch 21: loss did not improve from 0.03556
323/400 [=======================>......] - ETA: 44s - loss: 0.1162 - dice_coefficient: 0.9463
Epoch 21: loss did not improve from 0.03556
324/400 [=======================>......] - ETA: 43s - loss: 0.1160 - dice_coefficient: 0.9464
Epoch 21: loss did not improve from 0.03556
325/400 [=======================>......] - ETA: 43s - loss: 0.1158 - dice_coefficient: 0.9464
Epoch 21: loss did not improve from 0.03556
326/400 [=======================>......] - ETA: 42s - loss: 0.1167 - dice_coefficient: 0.9456
Epoch 21: loss did not improve from 0.03556
327/400 [=======================>......] - ETA: 42s - loss: 0.1164 - dice_coefficient: 0.9457
Epoch 21: loss did not improve from 0.03556
328/400 [=======================>......] - ETA: 41s - loss: 0.1180 - dice_coefficient: 0.9445
Epoch 21: loss did not improve from 0.03556
329/400 [=======================>......] - ETA: 41s - loss: 0.1181 - dice_coefficient: 0.9442
Epoch 21: loss did not improve from 0.03556
330/400 [=======================>......] - ETA: 40s - loss: 0.1181 - dice_coefficient: 0.9441
Epoch 21: loss did not improve from 0.03556
331/400 [=======================>......] - ETA: 39s - loss: 0.1178 - dice_coefficient: 0.9442
Epoch 21: loss did not improve from 0.03556
332/400 [=======================>......] - ETA: 39s - loss: 0.1177 - dice_coefficient: 0.9442
Epoch 21: loss did not improve from 0.03556
333/400 [=======================>......] - ETA: 38s - loss: 0.1176 - dice_coefficient: 0.9442
Epoch 21: loss did not improve from 0.03556
334/400 [========================>.....] - ETA: 38s - loss: 0.1174 - dice_coefficient: 0.9443
Epoch 21: loss did not improve from 0.03556
335/400 [========================>.....] - ETA: 37s - loss: 0.1171 - dice_coefficient: 0.9444
Epoch 21: loss did not improve from 0.03556
336/400 [========================>.....] - ETA: 36s - loss: 0.1169 - dice_coefficient: 0.9445
Epoch 21: loss did not improve from 0.03556
337/400 [========================>.....] - ETA: 36s - loss: 0.1166 - dice_coefficient: 0.9446
Epoch 21: loss did not improve from 0.03556
338/400 [========================>.....] - ETA: 35s - loss: 0.1164 - dice_coefficient: 0.9446
Epoch 21: loss did not improve from 0.03556
339/400 [========================>.....] - ETA: 35s - loss: 0.1164 - dice_coefficient: 0.9446
Epoch 21: loss did not improve from 0.03556
340/400 [========================>.....] - ETA: 34s - loss: 0.1162 - dice_coefficient: 0.9446
Epoch 21: loss did not improve from 0.03556
341/400 [========================>.....] - ETA: 34s - loss: 0.1172 - dice_coefficient: 0.9438
Epoch 21: loss did not improve from 0.03556
342/400 [========================>.....] - ETA: 33s - loss: 0.1170 - dice_coefficient: 0.9439
Epoch 21: loss did not improve from 0.03556
343/400 [========================>.....] - ETA: 32s - loss: 0.1169 - dice_coefficient: 0.9440
Epoch 21: loss did not improve from 0.03556
344/400 [========================>.....] - ETA: 32s - loss: 0.1166 - dice_coefficient: 0.9441
Epoch 21: loss did not improve from 0.03556
345/400 [========================>.....] - ETA: 31s - loss: 0.1167 - dice_coefficient: 0.9438
Epoch 21: loss did not improve from 0.03556
346/400 [========================>.....] - ETA: 31s - loss: 0.1165 - dice_coefficient: 0.9439
Epoch 21: loss did not improve from 0.03556
347/400 [=========================>....] - ETA: 30s - loss: 0.1162 - dice_coefficient: 0.9440
Epoch 21: loss did not improve from 0.03556
348/400 [=========================>....] - ETA: 30s - loss: 0.1160 - dice_coefficient: 0.9442
Epoch 21: loss did not improve from 0.03556
349/400 [=========================>....] - ETA: 29s - loss: 0.1159 - dice_coefficient: 0.9441
Epoch 21: loss did not improve from 0.03556
350/400 [=========================>....] - ETA: 28s - loss: 0.1158 - dice_coefficient: 0.9441
Epoch 21: loss did not improve from 0.03556
351/400 [=========================>....] - ETA: 28s - loss: 0.1158 - dice_coefficient: 0.9440
Epoch 21: loss did not improve from 0.03556
352/400 [=========================>....] - ETA: 27s - loss: 0.1156 - dice_coefficient: 0.9440
Epoch 21: loss did not improve from 0.03556
353/400 [=========================>....] - ETA: 27s - loss: 0.1155 - dice_coefficient: 0.9440
Epoch 21: loss did not improve from 0.03556
354/400 [=========================>....] - ETA: 26s - loss: 0.1153 - dice_coefficient: 0.9441
Epoch 21: loss did not improve from 0.03556
355/400 [=========================>....] - ETA: 25s - loss: 0.1151 - dice_coefficient: 0.9441
Epoch 21: loss did not improve from 0.03556
356/400 [=========================>....] - ETA: 25s - loss: 0.1151 - dice_coefficient: 0.9440
Epoch 21: loss did not improve from 0.03556
357/400 [=========================>....] - ETA: 24s - loss: 0.1149 - dice_coefficient: 0.9441
Epoch 21: loss did not improve from 0.03556
358/400 [=========================>....] - ETA: 24s - loss: 0.1147 - dice_coefficient: 0.9442
Epoch 21: loss did not improve from 0.03556
359/400 [=========================>....] - ETA: 23s - loss: 0.1146 - dice_coefficient: 0.9442
Epoch 21: loss did not improve from 0.03556
360/400 [==========================>...] - ETA: 23s - loss: 0.1144 - dice_coefficient: 0.9443
Epoch 21: loss did not improve from 0.03556
361/400 [==========================>...] - ETA: 22s - loss: 0.1142 - dice_coefficient: 0.9444
Epoch 21: loss did not improve from 0.03556
362/400 [==========================>...] - ETA: 21s - loss: 0.1140 - dice_coefficient: 0.9444
Epoch 21: loss did not improve from 0.03556
363/400 [==========================>...] - ETA: 21s - loss: 0.1138 - dice_coefficient: 0.9445
Epoch 21: loss did not improve from 0.03556
364/400 [==========================>...] - ETA: 20s - loss: 0.1135 - dice_coefficient: 0.9446
Epoch 21: loss did not improve from 0.03556
365/400 [==========================>...] - ETA: 20s - loss: 0.1133 - dice_coefficient: 0.9447
Epoch 21: loss did not improve from 0.03556
366/400 [==========================>...] - ETA: 19s - loss: 0.1130 - dice_coefficient: 0.9448
Epoch 21: loss did not improve from 0.03556
367/400 [==========================>...] - ETA: 19s - loss: 0.1133 - dice_coefficient: 0.9446
Epoch 21: loss did not improve from 0.03556
368/400 [==========================>...] - ETA: 18s - loss: 0.1133 - dice_coefficient: 0.9445
Epoch 21: loss did not improve from 0.03556
369/400 [==========================>...] - ETA: 17s - loss: 0.1135 - dice_coefficient: 0.9442
Epoch 21: loss did not improve from 0.03556
370/400 [==========================>...] - ETA: 17s - loss: 0.1132 - dice_coefficient: 0.9443
Epoch 21: loss did not improve from 0.03556
371/400 [==========================>...] - ETA: 16s - loss: 0.1131 - dice_coefficient: 0.9443
Epoch 21: loss did not improve from 0.03556
372/400 [==========================>...] - ETA: 16s - loss: 0.1130 - dice_coefficient: 0.9443
Epoch 21: loss did not improve from 0.03556
373/400 [==========================>...] - ETA: 15s - loss: 0.1128 - dice_coefficient: 0.9444
Epoch 21: loss did not improve from 0.03556
374/400 [===========================>..] - ETA: 15s - loss: 0.1127 - dice_coefficient: 0.9444
Epoch 21: loss did not improve from 0.03556
375/400 [===========================>..] - ETA: 14s - loss: 0.1125 - dice_coefficient: 0.9445
Epoch 21: loss did not improve from 0.03556
376/400 [===========================>..] - ETA: 13s - loss: 0.1123 - dice_coefficient: 0.9445
Epoch 21: loss did not improve from 0.03556
377/400 [===========================>..] - ETA: 13s - loss: 0.1121 - dice_coefficient: 0.9446
Epoch 21: loss did not improve from 0.03556
378/400 [===========================>..] - ETA: 12s - loss: 0.1120 - dice_coefficient: 0.9446
Epoch 21: loss did not improve from 0.03556
379/400 [===========================>..] - ETA: 12s - loss: 0.1118 - dice_coefficient: 0.9447
Epoch 21: loss did not improve from 0.03556
380/400 [===========================>..] - ETA: 11s - loss: 0.1116 - dice_coefficient: 0.9448
Epoch 21: loss did not improve from 0.03556
381/400 [===========================>..] - ETA: 10s - loss: 0.1115 - dice_coefficient: 0.9449
Epoch 21: loss did not improve from 0.03556
382/400 [===========================>..] - ETA: 10s - loss: 0.1113 - dice_coefficient: 0.9450
Epoch 21: loss did not improve from 0.03556
383/400 [===========================>..] - ETA: 9s - loss: 0.1113 - dice_coefficient: 0.9449 
Epoch 21: loss did not improve from 0.03556
384/400 [===========================>..] - ETA: 9s - loss: 0.1111 - dice_coefficient: 0.9450
Epoch 21: loss did not improve from 0.03556
385/400 [===========================>..] - ETA: 8s - loss: 0.1109 - dice_coefficient: 0.9451
Epoch 21: loss did not improve from 0.03556
386/400 [===========================>..] - ETA: 8s - loss: 0.1107 - dice_coefficient: 0.9451
Epoch 21: loss did not improve from 0.03556
387/400 [============================>.] - ETA: 7s - loss: 0.1109 - dice_coefficient: 0.9449
Epoch 21: loss did not improve from 0.03556
388/400 [============================>.] - ETA: 6s - loss: 0.1107 - dice_coefficient: 0.9450
Epoch 21: loss did not improve from 0.03556
389/400 [============================>.] - ETA: 6s - loss: 0.1106 - dice_coefficient: 0.9450
Epoch 21: loss did not improve from 0.03556
390/400 [============================>.] - ETA: 5s - loss: 0.1104 - dice_coefficient: 0.9451
Epoch 21: loss did not improve from 0.03556
391/400 [============================>.] - ETA: 5s - loss: 0.1104 - dice_coefficient: 0.9450
Epoch 21: loss did not improve from 0.03556
392/400 [============================>.] - ETA: 4s - loss: 0.1102 - dice_coefficient: 0.9451
Epoch 21: loss did not improve from 0.03556
393/400 [============================>.] - ETA: 4s - loss: 0.1101 - dice_coefficient: 0.9451
Epoch 21: loss did not improve from 0.03556
394/400 [============================>.] - ETA: 3s - loss: 0.1099 - dice_coefficient: 0.9452
Epoch 21: loss did not improve from 0.03556
395/400 [============================>.] - ETA: 2s - loss: 0.1097 - dice_coefficient: 0.9452
Epoch 21: loss did not improve from 0.03556
396/400 [============================>.] - ETA: 2s - loss: 0.1096 - dice_coefficient: 0.9452
Epoch 21: loss did not improve from 0.03556
397/400 [============================>.] - ETA: 1s - loss: 0.1097 - dice_coefficient: 0.9451
Epoch 21: loss did not improve from 0.03556
398/400 [============================>.] - ETA: 1s - loss: 0.1095 - dice_coefficient: 0.9451
Epoch 21: loss did not improve from 0.03556
399/400 [============================>.] - ETA: 0s - loss: 0.1093 - dice_coefficient: 0.9452
Epoch 21: loss did not improve from 0.03556
400/400 [==============================] - 232s 580ms/step - loss: 0.1092 - dice_coefficient: 0.9453 - val_loss: 0.7041 - val_dice_coefficient: 0.6666 - lr: 4.0000e-06
Epoch 22/30

Epoch 22: loss did not improve from 0.03556
  1/400 [..............................] - ETA: 3:43 - loss: 0.5658 - dice_coefficient: 0.5766
Epoch 22: loss did not improve from 0.03556
  2/400 [..............................] - ETA: 3:49 - loss: 0.2915 - dice_coefficient: 0.7818
Epoch 22: loss did not improve from 0.03556
  3/400 [..............................] - ETA: 3:47 - loss: 0.2032 - dice_coefficient: 0.8466
Epoch 22: loss did not improve from 0.03556
  4/400 [..............................] - ETA: 3:46 - loss: 0.1718 - dice_coefficient: 0.8685
Epoch 22: loss did not improve from 0.03556
  5/400 [..............................] - ETA: 3:45 - loss: 0.1454 - dice_coefficient: 0.8897
Epoch 22: loss did not improve from 0.03556
  6/400 [..............................] - ETA: 3:44 - loss: 0.1248 - dice_coefficient: 0.9055
Epoch 22: loss did not improve from 0.03556
  7/400 [..............................] - ETA: 3:44 - loss: 0.1111 - dice_coefficient: 0.9167
Epoch 22: loss did not improve from 0.03556
  8/400 [..............................] - ETA: 3:43 - loss: 0.1003 - dice_coefficient: 0.9249
Epoch 22: loss did not improve from 0.03556
  9/400 [..............................] - ETA: 3:43 - loss: 0.0912 - dice_coefficient: 0.9321
Epoch 22: loss did not improve from 0.03556
 10/400 [..............................] - ETA: 3:42 - loss: 0.1057 - dice_coefficient: 0.9189
Epoch 22: loss did not improve from 0.03556
 11/400 [..............................] - ETA: 3:42 - loss: 0.0988 - dice_coefficient: 0.9242
Epoch 22: loss did not improve from 0.03556
 12/400 [..............................] - ETA: 3:41 - loss: 0.0923 - dice_coefficient: 0.9291
Epoch 22: loss did not improve from 0.03556
 13/400 [..............................] - ETA: 3:41 - loss: 0.0875 - dice_coefficient: 0.9326
Epoch 22: loss did not improve from 0.03556
 14/400 [>.............................] - ETA: 3:40 - loss: 0.0851 - dice_coefficient: 0.9341
Epoch 22: loss did not improve from 0.03556
 15/400 [>.............................] - ETA: 3:39 - loss: 0.0848 - dice_coefficient: 0.9338
Epoch 22: loss did not improve from 0.03556
 16/400 [>.............................] - ETA: 3:39 - loss: 0.0808 - dice_coefficient: 0.9372
Epoch 22: loss did not improve from 0.03556
 17/400 [>.............................] - ETA: 3:38 - loss: 0.0784 - dice_coefficient: 0.9394
Epoch 22: loss did not improve from 0.03556
 18/400 [>.............................] - ETA: 3:38 - loss: 0.0752 - dice_coefficient: 0.9417
Epoch 22: loss did not improve from 0.03556
 19/400 [>.............................] - ETA: 3:37 - loss: 0.0737 - dice_coefficient: 0.9428
Epoch 22: loss did not improve from 0.03556
 20/400 [>.............................] - ETA: 3:38 - loss: 0.0735 - dice_coefficient: 0.9432
Epoch 22: loss did not improve from 0.03556
 21/400 [>.............................] - ETA: 3:37 - loss: 0.0720 - dice_coefficient: 0.9444
Epoch 22: loss did not improve from 0.03556
 22/400 [>.............................] - ETA: 3:36 - loss: 0.0703 - dice_coefficient: 0.9459
Epoch 22: loss did not improve from 0.03556
 23/400 [>.............................] - ETA: 3:36 - loss: 0.0736 - dice_coefficient: 0.9430
Epoch 22: loss did not improve from 0.03556
 24/400 [>.............................] - ETA: 3:35 - loss: 0.0720 - dice_coefficient: 0.9441
Epoch 22: loss did not improve from 0.03556
 25/400 [>.............................] - ETA: 3:35 - loss: 0.0731 - dice_coefficient: 0.9427
Epoch 22: loss did not improve from 0.03556
 26/400 [>.............................] - ETA: 3:34 - loss: 0.0715 - dice_coefficient: 0.9438
Epoch 22: loss did not improve from 0.03556
 27/400 [=>............................] - ETA: 3:33 - loss: 0.0702 - dice_coefficient: 0.9449
Epoch 22: loss did not improve from 0.03556
 28/400 [=>............................] - ETA: 3:33 - loss: 0.0684 - dice_coefficient: 0.9462
Epoch 22: loss did not improve from 0.03556
 29/400 [=>............................] - ETA: 3:32 - loss: 0.0716 - dice_coefficient: 0.9430
Epoch 22: loss did not improve from 0.03556
 30/400 [=>............................] - ETA: 3:32 - loss: 0.0710 - dice_coefficient: 0.9436
Epoch 22: loss did not improve from 0.03556
 31/400 [=>............................] - ETA: 3:31 - loss: 0.0694 - dice_coefficient: 0.9449
Epoch 22: loss did not improve from 0.03556
 32/400 [=>............................] - ETA: 3:30 - loss: 0.0701 - dice_coefficient: 0.9439
Epoch 22: loss did not improve from 0.03556
 33/400 [=>............................] - ETA: 3:30 - loss: 0.0700 - dice_coefficient: 0.9437
Epoch 22: loss did not improve from 0.03556
 34/400 [=>............................] - ETA: 3:29 - loss: 0.0685 - dice_coefficient: 0.9450
Epoch 22: loss did not improve from 0.03556
 35/400 [=>............................] - ETA: 3:29 - loss: 0.0679 - dice_coefficient: 0.9454
Epoch 22: loss did not improve from 0.03556
 36/400 [=>............................] - ETA: 3:28 - loss: 0.0668 - dice_coefficient: 0.9465
Epoch 22: loss did not improve from 0.03556
 37/400 [=>............................] - ETA: 3:28 - loss: 0.0661 - dice_coefficient: 0.9473
Epoch 22: loss did not improve from 0.03556
 38/400 [=>............................] - ETA: 3:27 - loss: 0.0661 - dice_coefficient: 0.9474
Epoch 22: loss did not improve from 0.03556
 39/400 [=>............................] - ETA: 3:26 - loss: 0.0723 - dice_coefficient: 0.9427
Epoch 22: loss did not improve from 0.03556
 40/400 [==>...........................] - ETA: 3:26 - loss: 0.0711 - dice_coefficient: 0.9437
Epoch 22: loss did not improve from 0.03556
 41/400 [==>...........................] - ETA: 3:25 - loss: 0.0708 - dice_coefficient: 0.9439
Epoch 22: loss did not improve from 0.03556
 42/400 [==>...........................] - ETA: 3:25 - loss: 0.0706 - dice_coefficient: 0.9439
Epoch 22: loss did not improve from 0.03556
 43/400 [==>...........................] - ETA: 3:24 - loss: 0.0692 - dice_coefficient: 0.9450
Epoch 22: loss did not improve from 0.03556
 44/400 [==>...........................] - ETA: 3:23 - loss: 0.0707 - dice_coefficient: 0.9440
Epoch 22: loss did not improve from 0.03556
 45/400 [==>...........................] - ETA: 3:23 - loss: 0.0701 - dice_coefficient: 0.9445
Epoch 22: loss did not improve from 0.03556
 46/400 [==>...........................] - ETA: 3:22 - loss: 0.0694 - dice_coefficient: 0.9453
Epoch 22: loss did not improve from 0.03556
 47/400 [==>...........................] - ETA: 3:22 - loss: 0.0682 - dice_coefficient: 0.9463
Epoch 22: loss did not improve from 0.03556
 48/400 [==>...........................] - ETA: 3:21 - loss: 0.0674 - dice_coefficient: 0.9469
Epoch 22: loss did not improve from 0.03556
 49/400 [==>...........................] - ETA: 3:21 - loss: 0.0665 - dice_coefficient: 0.9476
Epoch 22: loss did not improve from 0.03556
 50/400 [==>...........................] - ETA: 3:20 - loss: 0.0656 - dice_coefficient: 0.9483
Epoch 22: loss did not improve from 0.03556
 51/400 [==>...........................] - ETA: 3:19 - loss: 0.0650 - dice_coefficient: 0.9490
Epoch 22: loss did not improve from 0.03556
 52/400 [==>...........................] - ETA: 3:19 - loss: 0.0642 - dice_coefficient: 0.9496
Epoch 22: loss did not improve from 0.03556
 53/400 [==>...........................] - ETA: 3:18 - loss: 0.0633 - dice_coefficient: 0.9503
Epoch 22: loss did not improve from 0.03556
 54/400 [===>..........................] - ETA: 3:18 - loss: 0.0630 - dice_coefficient: 0.9506
Epoch 22: loss did not improve from 0.03556
 55/400 [===>..........................] - ETA: 3:17 - loss: 0.0625 - dice_coefficient: 0.9510
Epoch 22: loss did not improve from 0.03556
 56/400 [===>..........................] - ETA: 3:17 - loss: 0.0634 - dice_coefficient: 0.9500
Epoch 22: loss did not improve from 0.03556
 57/400 [===>..........................] - ETA: 3:16 - loss: 0.0634 - dice_coefficient: 0.9504
Epoch 22: loss did not improve from 0.03556
 58/400 [===>..........................] - ETA: 3:15 - loss: 0.0635 - dice_coefficient: 0.9506
Epoch 22: loss did not improve from 0.03556
 59/400 [===>..........................] - ETA: 3:15 - loss: 0.0630 - dice_coefficient: 0.9511
Epoch 22: loss did not improve from 0.03556
 60/400 [===>..........................] - ETA: 3:14 - loss: 0.0634 - dice_coefficient: 0.9506
Epoch 22: loss did not improve from 0.03556
 61/400 [===>..........................] - ETA: 3:14 - loss: 0.0627 - dice_coefficient: 0.9512
Epoch 22: loss did not improve from 0.03556
 62/400 [===>..........................] - ETA: 3:13 - loss: 0.0624 - dice_coefficient: 0.9513
Epoch 22: loss did not improve from 0.03556
 63/400 [===>..........................] - ETA: 3:13 - loss: 0.0619 - dice_coefficient: 0.9516
Epoch 22: loss did not improve from 0.03556
 64/400 [===>..........................] - ETA: 3:12 - loss: 0.0616 - dice_coefficient: 0.9519
Epoch 22: loss did not improve from 0.03556
 65/400 [===>..........................] - ETA: 3:12 - loss: 0.0613 - dice_coefficient: 0.9521
Epoch 22: loss did not improve from 0.03556
 66/400 [===>..........................] - ETA: 3:11 - loss: 0.0608 - dice_coefficient: 0.9525
Epoch 22: loss did not improve from 0.03556
 67/400 [====>.........................] - ETA: 3:10 - loss: 0.0604 - dice_coefficient: 0.9528
Epoch 22: loss did not improve from 0.03556
 68/400 [====>.........................] - ETA: 3:10 - loss: 0.0598 - dice_coefficient: 0.9532
Epoch 22: loss did not improve from 0.03556
 69/400 [====>.........................] - ETA: 3:09 - loss: 0.0592 - dice_coefficient: 0.9538
Epoch 22: loss did not improve from 0.03556
 70/400 [====>.........................] - ETA: 3:09 - loss: 0.0587 - dice_coefficient: 0.9542
Epoch 22: loss did not improve from 0.03556
 71/400 [====>.........................] - ETA: 3:08 - loss: 0.0595 - dice_coefficient: 0.9534
Epoch 22: loss did not improve from 0.03556
 72/400 [====>.........................] - ETA: 3:08 - loss: 0.0593 - dice_coefficient: 0.9535
Epoch 22: loss did not improve from 0.03556
 73/400 [====>.........................] - ETA: 3:07 - loss: 0.0589 - dice_coefficient: 0.9538
Epoch 22: loss did not improve from 0.03556
 74/400 [====>.........................] - ETA: 3:06 - loss: 0.0583 - dice_coefficient: 0.9543
Epoch 22: loss did not improve from 0.03556
 75/400 [====>.........................] - ETA: 3:06 - loss: 0.0587 - dice_coefficient: 0.9537
Epoch 22: loss did not improve from 0.03556
 76/400 [====>.........................] - ETA: 3:05 - loss: 0.0584 - dice_coefficient: 0.9541
Epoch 22: loss did not improve from 0.03556
 77/400 [====>.........................] - ETA: 3:05 - loss: 0.0595 - dice_coefficient: 0.9531
Epoch 22: loss did not improve from 0.03556
 78/400 [====>.........................] - ETA: 3:04 - loss: 0.0592 - dice_coefficient: 0.9533
Epoch 22: loss did not improve from 0.03556
 79/400 [====>.........................] - ETA: 3:04 - loss: 0.0594 - dice_coefficient: 0.9533
Epoch 22: loss did not improve from 0.03556
 80/400 [=====>........................] - ETA: 3:03 - loss: 0.0591 - dice_coefficient: 0.9535
Epoch 22: loss did not improve from 0.03556
 81/400 [=====>........................] - ETA: 3:02 - loss: 0.0588 - dice_coefficient: 0.9538
Epoch 22: loss did not improve from 0.03556
 82/400 [=====>........................] - ETA: 3:02 - loss: 0.0583 - dice_coefficient: 0.9542
Epoch 22: loss did not improve from 0.03556
 83/400 [=====>........................] - ETA: 3:01 - loss: 0.0580 - dice_coefficient: 0.9545
Epoch 22: loss did not improve from 0.03556
 84/400 [=====>........................] - ETA: 3:01 - loss: 0.0579 - dice_coefficient: 0.9545
Epoch 22: loss did not improve from 0.03556
 85/400 [=====>........................] - ETA: 3:00 - loss: 0.0591 - dice_coefficient: 0.9535
Epoch 22: loss did not improve from 0.03556
 86/400 [=====>........................] - ETA: 2:59 - loss: 0.0588 - dice_coefficient: 0.9537
Epoch 22: loss did not improve from 0.03556
 87/400 [=====>........................] - ETA: 2:59 - loss: 0.0587 - dice_coefficient: 0.9538
Epoch 22: loss did not improve from 0.03556
 88/400 [=====>........................] - ETA: 2:58 - loss: 0.0589 - dice_coefficient: 0.9538
Epoch 22: loss did not improve from 0.03556
 89/400 [=====>........................] - ETA: 2:58 - loss: 0.0588 - dice_coefficient: 0.9538
Epoch 22: loss did not improve from 0.03556
 90/400 [=====>........................] - ETA: 2:57 - loss: 0.0591 - dice_coefficient: 0.9535
Epoch 22: loss did not improve from 0.03556
 91/400 [=====>........................] - ETA: 2:57 - loss: 0.0598 - dice_coefficient: 0.9528
Epoch 22: loss did not improve from 0.03556
 92/400 [=====>........................] - ETA: 2:56 - loss: 0.0595 - dice_coefficient: 0.9531
Epoch 22: loss did not improve from 0.03556
 93/400 [=====>........................] - ETA: 2:55 - loss: 0.0591 - dice_coefficient: 0.9534
Epoch 22: loss did not improve from 0.03556
 94/400 [======>.......................] - ETA: 2:55 - loss: 0.0589 - dice_coefficient: 0.9536
Epoch 22: loss did not improve from 0.03556
 95/400 [======>.......................] - ETA: 2:54 - loss: 0.0588 - dice_coefficient: 0.9539
Epoch 22: loss did not improve from 0.03556
 96/400 [======>.......................] - ETA: 2:54 - loss: 0.0585 - dice_coefficient: 0.9540
Epoch 22: loss did not improve from 0.03556
 97/400 [======>.......................] - ETA: 2:53 - loss: 0.0592 - dice_coefficient: 0.9534
Epoch 22: loss did not improve from 0.03556
 98/400 [======>.......................] - ETA: 2:52 - loss: 0.0592 - dice_coefficient: 0.9533
Epoch 22: loss did not improve from 0.03556
 99/400 [======>.......................] - ETA: 2:52 - loss: 0.0605 - dice_coefficient: 0.9522
Epoch 22: loss did not improve from 0.03556
100/400 [======>.......................] - ETA: 2:51 - loss: 0.0601 - dice_coefficient: 0.9525
Epoch 22: loss did not improve from 0.03556
101/400 [======>.......................] - ETA: 2:51 - loss: 0.0599 - dice_coefficient: 0.9527
Epoch 22: loss did not improve from 0.03556
102/400 [======>.......................] - ETA: 2:50 - loss: 0.0595 - dice_coefficient: 0.9531
Epoch 22: loss did not improve from 0.03556
103/400 [======>.......................] - ETA: 2:50 - loss: 0.0591 - dice_coefficient: 0.9534
Epoch 22: loss did not improve from 0.03556
104/400 [======>.......................] - ETA: 2:49 - loss: 0.0588 - dice_coefficient: 0.9537
Epoch 22: loss did not improve from 0.03556
105/400 [======>.......................] - ETA: 2:48 - loss: 0.0584 - dice_coefficient: 0.9540
Epoch 22: loss did not improve from 0.03556
106/400 [======>.......................] - ETA: 2:48 - loss: 0.0581 - dice_coefficient: 0.9543
Epoch 22: loss did not improve from 0.03556
107/400 [=======>......................] - ETA: 2:47 - loss: 0.0582 - dice_coefficient: 0.9541
Epoch 22: loss did not improve from 0.03556
108/400 [=======>......................] - ETA: 2:47 - loss: 0.0579 - dice_coefficient: 0.9544
Epoch 22: loss did not improve from 0.03556
109/400 [=======>......................] - ETA: 2:46 - loss: 0.0576 - dice_coefficient: 0.9547
Epoch 22: loss did not improve from 0.03556
110/400 [=======>......................] - ETA: 2:46 - loss: 0.0573 - dice_coefficient: 0.9550
Epoch 22: loss did not improve from 0.03556
111/400 [=======>......................] - ETA: 2:45 - loss: 0.0570 - dice_coefficient: 0.9552
Epoch 22: loss did not improve from 0.03556
112/400 [=======>......................] - ETA: 2:44 - loss: 0.0566 - dice_coefficient: 0.9555
Epoch 22: loss did not improve from 0.03556
113/400 [=======>......................] - ETA: 2:44 - loss: 0.0562 - dice_coefficient: 0.9558
Epoch 22: loss did not improve from 0.03556
114/400 [=======>......................] - ETA: 2:43 - loss: 0.0562 - dice_coefficient: 0.9560
Epoch 22: loss did not improve from 0.03556
115/400 [=======>......................] - ETA: 2:43 - loss: 0.0559 - dice_coefficient: 0.9562
Epoch 22: loss did not improve from 0.03556
116/400 [=======>......................] - ETA: 2:42 - loss: 0.0558 - dice_coefficient: 0.9562
Epoch 22: loss did not improve from 0.03556
117/400 [=======>......................] - ETA: 2:41 - loss: 0.0558 - dice_coefficient: 0.9561
Epoch 22: loss did not improve from 0.03556
118/400 [=======>......................] - ETA: 2:41 - loss: 0.0569 - dice_coefficient: 0.9551
Epoch 22: loss did not improve from 0.03556
119/400 [=======>......................] - ETA: 2:40 - loss: 0.0571 - dice_coefficient: 0.9550
Epoch 22: loss did not improve from 0.03556
120/400 [========>.....................] - ETA: 2:40 - loss: 0.0570 - dice_coefficient: 0.9550
Epoch 22: loss did not improve from 0.03556
121/400 [========>.....................] - ETA: 2:39 - loss: 0.0567 - dice_coefficient: 0.9553
Epoch 22: loss did not improve from 0.03556
122/400 [========>.....................] - ETA: 2:39 - loss: 0.0564 - dice_coefficient: 0.9555
Epoch 22: loss did not improve from 0.03556
123/400 [========>.....................] - ETA: 2:38 - loss: 0.0565 - dice_coefficient: 0.9554
Epoch 22: loss did not improve from 0.03556
124/400 [========>.....................] - ETA: 2:37 - loss: 0.0562 - dice_coefficient: 0.9557
Epoch 22: loss did not improve from 0.03556
125/400 [========>.....................] - ETA: 2:37 - loss: 0.0559 - dice_coefficient: 0.9560
Epoch 22: loss did not improve from 0.03556
126/400 [========>.....................] - ETA: 2:36 - loss: 0.0558 - dice_coefficient: 0.9560
Epoch 22: loss did not improve from 0.03556
127/400 [========>.....................] - ETA: 2:36 - loss: 0.0559 - dice_coefficient: 0.9561
Epoch 22: loss did not improve from 0.03556
128/400 [========>.....................] - ETA: 2:35 - loss: 0.0556 - dice_coefficient: 0.9564
Epoch 22: loss did not improve from 0.03556
129/400 [========>.....................] - ETA: 2:35 - loss: 0.0569 - dice_coefficient: 0.9552
Epoch 22: loss did not improve from 0.03556
130/400 [========>.....................] - ETA: 2:34 - loss: 0.0568 - dice_coefficient: 0.9554
Epoch 22: loss did not improve from 0.03556
131/400 [========>.....................] - ETA: 2:33 - loss: 0.0568 - dice_coefficient: 0.9554
Epoch 22: loss did not improve from 0.03556
132/400 [========>.....................] - ETA: 2:33 - loss: 0.0567 - dice_coefficient: 0.9556
Epoch 22: loss did not improve from 0.03556
133/400 [========>.....................] - ETA: 2:32 - loss: 0.0565 - dice_coefficient: 0.9558
Epoch 22: loss did not improve from 0.03556
134/400 [=========>....................] - ETA: 2:32 - loss: 0.0569 - dice_coefficient: 0.9554
Epoch 22: loss did not improve from 0.03556
135/400 [=========>....................] - ETA: 2:31 - loss: 0.0582 - dice_coefficient: 0.9542
Epoch 22: loss did not improve from 0.03556
136/400 [=========>....................] - ETA: 2:31 - loss: 0.0579 - dice_coefficient: 0.9544
Epoch 22: loss did not improve from 0.03556
137/400 [=========>....................] - ETA: 2:30 - loss: 0.0578 - dice_coefficient: 0.9546
Epoch 22: loss did not improve from 0.03556
138/400 [=========>....................] - ETA: 2:29 - loss: 0.0577 - dice_coefficient: 0.9547
Epoch 22: loss did not improve from 0.03556
139/400 [=========>....................] - ETA: 2:29 - loss: 0.0579 - dice_coefficient: 0.9544
Epoch 22: loss did not improve from 0.03556
140/400 [=========>....................] - ETA: 2:28 - loss: 0.0580 - dice_coefficient: 0.9543
Epoch 22: loss did not improve from 0.03556
141/400 [=========>....................] - ETA: 2:28 - loss: 0.0577 - dice_coefficient: 0.9546
Epoch 22: loss did not improve from 0.03556
142/400 [=========>....................] - ETA: 2:27 - loss: 0.0578 - dice_coefficient: 0.9545
Epoch 22: loss did not improve from 0.03556
143/400 [=========>....................] - ETA: 2:27 - loss: 0.0576 - dice_coefficient: 0.9546
Epoch 22: loss did not improve from 0.03556
144/400 [=========>....................] - ETA: 2:26 - loss: 0.0578 - dice_coefficient: 0.9544
Epoch 22: loss did not improve from 0.03556
145/400 [=========>....................] - ETA: 2:25 - loss: 0.0576 - dice_coefficient: 0.9545
Epoch 22: loss did not improve from 0.03556
146/400 [=========>....................] - ETA: 2:25 - loss: 0.0575 - dice_coefficient: 0.9546
Epoch 22: loss did not improve from 0.03556
147/400 [==========>...................] - ETA: 2:24 - loss: 0.0571 - dice_coefficient: 0.9549
Epoch 22: loss did not improve from 0.03556
148/400 [==========>...................] - ETA: 2:24 - loss: 0.0572 - dice_coefficient: 0.9548
Epoch 22: loss did not improve from 0.03556
149/400 [==========>...................] - ETA: 2:23 - loss: 0.0572 - dice_coefficient: 0.9547
Epoch 22: loss did not improve from 0.03556
150/400 [==========>...................] - ETA: 2:23 - loss: 0.0570 - dice_coefficient: 0.9549
Epoch 22: loss did not improve from 0.03556
151/400 [==========>...................] - ETA: 2:22 - loss: 0.0568 - dice_coefficient: 0.9552
Epoch 22: loss did not improve from 0.03556
152/400 [==========>...................] - ETA: 2:21 - loss: 0.0567 - dice_coefficient: 0.9553
Epoch 22: loss did not improve from 0.03556
153/400 [==========>...................] - ETA: 2:21 - loss: 0.0567 - dice_coefficient: 0.9552
Epoch 22: loss did not improve from 0.03556
154/400 [==========>...................] - ETA: 2:20 - loss: 0.0566 - dice_coefficient: 0.9554
Epoch 22: loss did not improve from 0.03556
155/400 [==========>...................] - ETA: 2:20 - loss: 0.0564 - dice_coefficient: 0.9555
Epoch 22: loss did not improve from 0.03556
156/400 [==========>...................] - ETA: 2:19 - loss: 0.0562 - dice_coefficient: 0.9557
Epoch 22: loss did not improve from 0.03556
157/400 [==========>...................] - ETA: 2:19 - loss: 0.0562 - dice_coefficient: 0.9557
Epoch 22: loss did not improve from 0.03556
158/400 [==========>...................] - ETA: 2:18 - loss: 0.0560 - dice_coefficient: 0.9558
Epoch 22: loss did not improve from 0.03556
159/400 [==========>...................] - ETA: 2:17 - loss: 0.0560 - dice_coefficient: 0.9559
Epoch 22: loss did not improve from 0.03556
160/400 [===========>..................] - ETA: 2:17 - loss: 0.0560 - dice_coefficient: 0.9559
Epoch 22: loss did not improve from 0.03556
161/400 [===========>..................] - ETA: 2:16 - loss: 0.0558 - dice_coefficient: 0.9561
Epoch 22: loss did not improve from 0.03556
162/400 [===========>..................] - ETA: 2:16 - loss: 0.0556 - dice_coefficient: 0.9563
Epoch 22: loss did not improve from 0.03556
163/400 [===========>..................] - ETA: 2:15 - loss: 0.0555 - dice_coefficient: 0.9564
Epoch 22: loss did not improve from 0.03556
164/400 [===========>..................] - ETA: 2:15 - loss: 0.0559 - dice_coefficient: 0.9560
Epoch 22: loss did not improve from 0.03556
165/400 [===========>..................] - ETA: 2:14 - loss: 0.0558 - dice_coefficient: 0.9562
Epoch 22: loss did not improve from 0.03556
166/400 [===========>..................] - ETA: 2:14 - loss: 0.0556 - dice_coefficient: 0.9563
Epoch 22: loss did not improve from 0.03556
167/400 [===========>..................] - ETA: 2:13 - loss: 0.0555 - dice_coefficient: 0.9564
Epoch 22: loss did not improve from 0.03556
168/400 [===========>..................] - ETA: 2:12 - loss: 0.0553 - dice_coefficient: 0.9565
Epoch 22: loss did not improve from 0.03556
169/400 [===========>..................] - ETA: 2:12 - loss: 0.0551 - dice_coefficient: 0.9567
Epoch 22: loss did not improve from 0.03556
170/400 [===========>..................] - ETA: 2:11 - loss: 0.0550 - dice_coefficient: 0.9568
Epoch 22: loss did not improve from 0.03556
171/400 [===========>..................] - ETA: 2:11 - loss: 0.0549 - dice_coefficient: 0.9569
Epoch 22: loss did not improve from 0.03556
172/400 [===========>..................] - ETA: 2:10 - loss: 0.0548 - dice_coefficient: 0.9569
Epoch 22: loss did not improve from 0.03556
173/400 [===========>..................] - ETA: 2:10 - loss: 0.0546 - dice_coefficient: 0.9571
Epoch 22: loss did not improve from 0.03556
174/400 [============>.................] - ETA: 2:09 - loss: 0.0548 - dice_coefficient: 0.9571
Epoch 22: loss did not improve from 0.03556
175/400 [============>.................] - ETA: 2:08 - loss: 0.0557 - dice_coefficient: 0.9563
Epoch 22: loss did not improve from 0.03556
176/400 [============>.................] - ETA: 2:08 - loss: 0.0555 - dice_coefficient: 0.9565
Epoch 22: loss did not improve from 0.03556
177/400 [============>.................] - ETA: 2:07 - loss: 0.0561 - dice_coefficient: 0.9561
Epoch 22: loss did not improve from 0.03556
178/400 [============>.................] - ETA: 2:07 - loss: 0.0559 - dice_coefficient: 0.9563
Epoch 22: loss did not improve from 0.03556
179/400 [============>.................] - ETA: 2:06 - loss: 0.0558 - dice_coefficient: 0.9563
Epoch 22: loss did not improve from 0.03556
180/400 [============>.................] - ETA: 2:06 - loss: 0.0557 - dice_coefficient: 0.9565
Epoch 22: loss did not improve from 0.03556
181/400 [============>.................] - ETA: 2:05 - loss: 0.0565 - dice_coefficient: 0.9557
Epoch 22: loss did not improve from 0.03556
182/400 [============>.................] - ETA: 2:04 - loss: 0.0564 - dice_coefficient: 0.9558
Epoch 22: loss did not improve from 0.03556
183/400 [============>.................] - ETA: 2:04 - loss: 0.0565 - dice_coefficient: 0.9558
Epoch 22: loss did not improve from 0.03556
184/400 [============>.................] - ETA: 2:03 - loss: 0.0574 - dice_coefficient: 0.9551
Epoch 22: loss did not improve from 0.03556
185/400 [============>.................] - ETA: 2:03 - loss: 0.0574 - dice_coefficient: 0.9551
Epoch 22: loss did not improve from 0.03556
186/400 [============>.................] - ETA: 2:02 - loss: 0.0574 - dice_coefficient: 0.9551
Epoch 22: loss did not improve from 0.03556
187/400 [=============>................] - ETA: 2:02 - loss: 0.0573 - dice_coefficient: 0.9552
Epoch 22: loss did not improve from 0.03556
188/400 [=============>................] - ETA: 2:01 - loss: 0.0579 - dice_coefficient: 0.9547
Epoch 22: loss did not improve from 0.03556
189/400 [=============>................] - ETA: 2:00 - loss: 0.0577 - dice_coefficient: 0.9548
Epoch 22: loss did not improve from 0.03556
190/400 [=============>................] - ETA: 2:00 - loss: 0.0578 - dice_coefficient: 0.9549
Epoch 22: loss did not improve from 0.03556
191/400 [=============>................] - ETA: 1:59 - loss: 0.0579 - dice_coefficient: 0.9548
Epoch 22: loss did not improve from 0.03556
192/400 [=============>................] - ETA: 1:59 - loss: 0.0578 - dice_coefficient: 0.9549
Epoch 22: loss did not improve from 0.03556
193/400 [=============>................] - ETA: 1:58 - loss: 0.0576 - dice_coefficient: 0.9550
Epoch 22: loss did not improve from 0.03556
194/400 [=============>................] - ETA: 1:58 - loss: 0.0579 - dice_coefficient: 0.9548
Epoch 22: loss did not improve from 0.03556
195/400 [=============>................] - ETA: 1:57 - loss: 0.0579 - dice_coefficient: 0.9548
Epoch 22: loss did not improve from 0.03556
196/400 [=============>................] - ETA: 1:56 - loss: 0.0577 - dice_coefficient: 0.9549
Epoch 22: loss did not improve from 0.03556
197/400 [=============>................] - ETA: 1:56 - loss: 0.0576 - dice_coefficient: 0.9550
Epoch 22: loss did not improve from 0.03556
198/400 [=============>................] - ETA: 1:55 - loss: 0.0575 - dice_coefficient: 0.9551
Epoch 22: loss did not improve from 0.03556
199/400 [=============>................] - ETA: 1:55 - loss: 0.0573 - dice_coefficient: 0.9552
Epoch 22: loss did not improve from 0.03556
200/400 [==============>...............] - ETA: 1:54 - loss: 0.0572 - dice_coefficient: 0.9552
Epoch 22: loss did not improve from 0.03556
201/400 [==============>...............] - ETA: 1:54 - loss: 0.0572 - dice_coefficient: 0.9554
Epoch 22: loss did not improve from 0.03556
202/400 [==============>...............] - ETA: 1:53 - loss: 0.0570 - dice_coefficient: 0.9555
Epoch 22: loss did not improve from 0.03556
203/400 [==============>...............] - ETA: 1:52 - loss: 0.0571 - dice_coefficient: 0.9554
Epoch 22: loss did not improve from 0.03556
204/400 [==============>...............] - ETA: 1:52 - loss: 0.0570 - dice_coefficient: 0.9556
Epoch 22: loss did not improve from 0.03556
205/400 [==============>...............] - ETA: 1:51 - loss: 0.0569 - dice_coefficient: 0.9556
Epoch 22: loss did not improve from 0.03556
206/400 [==============>...............] - ETA: 1:51 - loss: 0.0567 - dice_coefficient: 0.9558
Epoch 22: loss did not improve from 0.03556
207/400 [==============>...............] - ETA: 1:50 - loss: 0.0566 - dice_coefficient: 0.9559
Epoch 22: loss did not improve from 0.03556
208/400 [==============>...............] - ETA: 1:50 - loss: 0.0565 - dice_coefficient: 0.9560
Epoch 22: loss did not improve from 0.03556
209/400 [==============>...............] - ETA: 1:49 - loss: 0.0563 - dice_coefficient: 0.9561
Epoch 22: loss did not improve from 0.03556
210/400 [==============>...............] - ETA: 1:48 - loss: 0.0562 - dice_coefficient: 0.9563
Epoch 22: loss did not improve from 0.03556
211/400 [==============>...............] - ETA: 1:48 - loss: 0.0563 - dice_coefficient: 0.9561
Epoch 22: loss did not improve from 0.03556
212/400 [==============>...............] - ETA: 1:47 - loss: 0.0561 - dice_coefficient: 0.9562
Epoch 22: loss did not improve from 0.03556
213/400 [==============>...............] - ETA: 1:47 - loss: 0.0560 - dice_coefficient: 0.9563
Epoch 22: loss did not improve from 0.03556
214/400 [===============>..............] - ETA: 1:46 - loss: 0.0560 - dice_coefficient: 0.9563
Epoch 22: loss did not improve from 0.03556
215/400 [===============>..............] - ETA: 1:45 - loss: 0.0558 - dice_coefficient: 0.9564
Epoch 22: loss did not improve from 0.03556
216/400 [===============>..............] - ETA: 1:45 - loss: 0.0563 - dice_coefficient: 0.9560
Epoch 22: loss did not improve from 0.03556
217/400 [===============>..............] - ETA: 1:44 - loss: 0.0565 - dice_coefficient: 0.9559
Epoch 22: loss did not improve from 0.03556
218/400 [===============>..............] - ETA: 1:44 - loss: 0.0563 - dice_coefficient: 0.9561
Epoch 22: loss did not improve from 0.03556
219/400 [===============>..............] - ETA: 1:43 - loss: 0.0564 - dice_coefficient: 0.9560
Epoch 22: loss did not improve from 0.03556
220/400 [===============>..............] - ETA: 1:43 - loss: 0.0562 - dice_coefficient: 0.9561
Epoch 22: loss did not improve from 0.03556
221/400 [===============>..............] - ETA: 1:42 - loss: 0.0560 - dice_coefficient: 0.9562
Epoch 22: loss did not improve from 0.03556
222/400 [===============>..............] - ETA: 1:41 - loss: 0.0559 - dice_coefficient: 0.9563
Epoch 22: loss did not improve from 0.03556
223/400 [===============>..............] - ETA: 1:41 - loss: 0.0557 - dice_coefficient: 0.9565
Epoch 22: loss did not improve from 0.03556
224/400 [===============>..............] - ETA: 1:40 - loss: 0.0558 - dice_coefficient: 0.9564
Epoch 22: loss did not improve from 0.03556
225/400 [===============>..............] - ETA: 1:40 - loss: 0.0557 - dice_coefficient: 0.9565
Epoch 22: loss did not improve from 0.03556
226/400 [===============>..............] - ETA: 1:39 - loss: 0.0560 - dice_coefficient: 0.9563
Epoch 22: loss did not improve from 0.03556
227/400 [================>.............] - ETA: 1:39 - loss: 0.0559 - dice_coefficient: 0.9564
Epoch 22: loss did not improve from 0.03556
228/400 [================>.............] - ETA: 1:38 - loss: 0.0568 - dice_coefficient: 0.9557
Epoch 22: loss did not improve from 0.03556
229/400 [================>.............] - ETA: 1:37 - loss: 0.0566 - dice_coefficient: 0.9558
Epoch 22: loss did not improve from 0.03556
230/400 [================>.............] - ETA: 1:37 - loss: 0.0567 - dice_coefficient: 0.9557
Epoch 22: loss did not improve from 0.03556
231/400 [================>.............] - ETA: 1:36 - loss: 0.0567 - dice_coefficient: 0.9557
Epoch 22: loss did not improve from 0.03556
232/400 [================>.............] - ETA: 1:36 - loss: 0.0568 - dice_coefficient: 0.9557
Epoch 22: loss did not improve from 0.03556
233/400 [================>.............] - ETA: 1:35 - loss: 0.0566 - dice_coefficient: 0.9558
Epoch 22: loss did not improve from 0.03556
234/400 [================>.............] - ETA: 1:35 - loss: 0.0567 - dice_coefficient: 0.9559
Epoch 22: loss did not improve from 0.03556
235/400 [================>.............] - ETA: 1:34 - loss: 0.0567 - dice_coefficient: 0.9559
Epoch 22: loss did not improve from 0.03556
236/400 [================>.............] - ETA: 1:33 - loss: 0.0566 - dice_coefficient: 0.9559
Epoch 22: loss did not improve from 0.03556
237/400 [================>.............] - ETA: 1:33 - loss: 0.0565 - dice_coefficient: 0.9560
Epoch 22: loss did not improve from 0.03556
238/400 [================>.............] - ETA: 1:32 - loss: 0.0564 - dice_coefficient: 0.9561
Epoch 22: loss did not improve from 0.03556
239/400 [================>.............] - ETA: 1:32 - loss: 0.0563 - dice_coefficient: 0.9562
Epoch 22: loss did not improve from 0.03556
240/400 [=================>............] - ETA: 1:31 - loss: 0.0562 - dice_coefficient: 0.9562
Epoch 22: loss did not improve from 0.03556
241/400 [=================>............] - ETA: 1:31 - loss: 0.0561 - dice_coefficient: 0.9563
Epoch 22: loss did not improve from 0.03556
242/400 [=================>............] - ETA: 1:30 - loss: 0.0560 - dice_coefficient: 0.9564
Epoch 22: loss did not improve from 0.03556
243/400 [=================>............] - ETA: 1:29 - loss: 0.0559 - dice_coefficient: 0.9565
Epoch 22: loss did not improve from 0.03556
244/400 [=================>............] - ETA: 1:29 - loss: 0.0558 - dice_coefficient: 0.9566
Epoch 22: loss did not improve from 0.03556
245/400 [=================>............] - ETA: 1:28 - loss: 0.1216 - dice_coefficient: 0.9527
Epoch 22: loss did not improve from 0.03556
246/400 [=================>............] - ETA: 1:28 - loss: 0.1214 - dice_coefficient: 0.9527
Epoch 22: loss did not improve from 0.03556
247/400 [=================>............] - ETA: 1:27 - loss: 0.1211 - dice_coefficient: 0.9526
Epoch 22: loss did not improve from 0.03556
248/400 [=================>............] - ETA: 1:27 - loss: 0.1212 - dice_coefficient: 0.9524
Epoch 22: loss did not improve from 0.03556
249/400 [=================>............] - ETA: 1:26 - loss: 0.1209 - dice_coefficient: 0.9524
Epoch 22: loss did not improve from 0.03556
250/400 [=================>............] - ETA: 1:25 - loss: 0.1205 - dice_coefficient: 0.9525
Epoch 22: loss did not improve from 0.03556
251/400 [=================>............] - ETA: 1:25 - loss: 0.1204 - dice_coefficient: 0.9525
Epoch 22: loss did not improve from 0.03556
252/400 [=================>............] - ETA: 1:24 - loss: 0.1200 - dice_coefficient: 0.9526
Epoch 22: loss did not improve from 0.03556
253/400 [=================>............] - ETA: 1:24 - loss: 0.1197 - dice_coefficient: 0.9527
Epoch 22: loss did not improve from 0.03556
254/400 [==================>...........] - ETA: 1:23 - loss: 0.1195 - dice_coefficient: 0.9526
Epoch 22: loss did not improve from 0.03556
255/400 [==================>...........] - ETA: 1:23 - loss: 0.1193 - dice_coefficient: 0.9526
Epoch 22: loss did not improve from 0.03556
256/400 [==================>...........] - ETA: 1:22 - loss: 0.1189 - dice_coefficient: 0.9527
Epoch 22: loss did not improve from 0.03556
257/400 [==================>...........] - ETA: 1:21 - loss: 0.1185 - dice_coefficient: 0.9528
Epoch 22: loss did not improve from 0.03556
258/400 [==================>...........] - ETA: 1:21 - loss: 0.1181 - dice_coefficient: 0.9529
Epoch 22: loss did not improve from 0.03556
259/400 [==================>...........] - ETA: 1:20 - loss: 0.1178 - dice_coefficient: 0.9531
Epoch 22: loss did not improve from 0.03556
260/400 [==================>...........] - ETA: 1:20 - loss: 0.1174 - dice_coefficient: 0.9532
Epoch 22: loss did not improve from 0.03556
261/400 [==================>...........] - ETA: 1:19 - loss: 0.1170 - dice_coefficient: 0.9533
Epoch 22: loss did not improve from 0.03556
262/400 [==================>...........] - ETA: 1:19 - loss: 0.1167 - dice_coefficient: 0.9534
Epoch 22: loss did not improve from 0.03556
263/400 [==================>...........] - ETA: 1:18 - loss: 0.1164 - dice_coefficient: 0.9535
Epoch 22: loss did not improve from 0.03556
264/400 [==================>...........] - ETA: 1:17 - loss: 0.1160 - dice_coefficient: 0.9536
Epoch 22: loss did not improve from 0.03556
265/400 [==================>...........] - ETA: 1:17 - loss: 0.1156 - dice_coefficient: 0.9537
Epoch 22: loss did not improve from 0.03556
266/400 [==================>...........] - ETA: 1:16 - loss: 0.1153 - dice_coefficient: 0.9539
Epoch 22: loss did not improve from 0.03556
267/400 [===================>..........] - ETA: 1:16 - loss: 0.1150 - dice_coefficient: 0.9539
Epoch 22: loss did not improve from 0.03556
268/400 [===================>..........] - ETA: 1:15 - loss: 0.1153 - dice_coefficient: 0.9534
Epoch 22: loss did not improve from 0.03556
269/400 [===================>..........] - ETA: 1:15 - loss: 0.1149 - dice_coefficient: 0.9536
Epoch 22: loss did not improve from 0.03556
270/400 [===================>..........] - ETA: 1:14 - loss: 0.1150 - dice_coefficient: 0.9533
Epoch 22: loss did not improve from 0.03556
271/400 [===================>..........] - ETA: 1:13 - loss: 0.1147 - dice_coefficient: 0.9534
Epoch 22: loss did not improve from 0.03556
272/400 [===================>..........] - ETA: 1:13 - loss: 0.1144 - dice_coefficient: 0.9534
Epoch 22: loss did not improve from 0.03556
273/400 [===================>..........] - ETA: 1:12 - loss: 0.1142 - dice_coefficient: 0.9534
Epoch 22: loss did not improve from 0.03556
274/400 [===================>..........] - ETA: 1:12 - loss: 0.1140 - dice_coefficient: 0.9535
Epoch 22: loss did not improve from 0.03556
275/400 [===================>..........] - ETA: 1:11 - loss: 0.1136 - dice_coefficient: 0.9536
Epoch 22: loss did not improve from 0.03556
276/400 [===================>..........] - ETA: 1:11 - loss: 0.1135 - dice_coefficient: 0.9536
Epoch 22: loss did not improve from 0.03556
277/400 [===================>..........] - ETA: 1:10 - loss: 0.1134 - dice_coefficient: 0.9534
Epoch 22: loss did not improve from 0.03556
278/400 [===================>..........] - ETA: 1:09 - loss: 0.1132 - dice_coefficient: 0.9535
Epoch 22: loss did not improve from 0.03556
279/400 [===================>..........] - ETA: 1:09 - loss: 0.1130 - dice_coefficient: 0.9535
Epoch 22: loss did not improve from 0.03556
280/400 [====================>.........] - ETA: 1:08 - loss: 0.1127 - dice_coefficient: 0.9536
Epoch 22: loss did not improve from 0.03556
281/400 [====================>.........] - ETA: 1:08 - loss: 0.1126 - dice_coefficient: 0.9535
Epoch 22: loss did not improve from 0.03556
282/400 [====================>.........] - ETA: 1:07 - loss: 0.1128 - dice_coefficient: 0.9532
Epoch 22: loss did not improve from 0.03556
283/400 [====================>.........] - ETA: 1:07 - loss: 0.1125 - dice_coefficient: 0.9533
Epoch 22: loss did not improve from 0.03556
284/400 [====================>.........] - ETA: 1:06 - loss: 0.1124 - dice_coefficient: 0.9532
Epoch 22: loss did not improve from 0.03556
285/400 [====================>.........] - ETA: 1:05 - loss: 0.1121 - dice_coefficient: 0.9533
Epoch 22: loss did not improve from 0.03556
286/400 [====================>.........] - ETA: 1:05 - loss: 0.1120 - dice_coefficient: 0.9532
Epoch 22: loss did not improve from 0.03556
287/400 [====================>.........] - ETA: 1:04 - loss: 0.1118 - dice_coefficient: 0.9532
Epoch 22: loss did not improve from 0.03556
288/400 [====================>.........] - ETA: 1:04 - loss: 0.1115 - dice_coefficient: 0.9533
Epoch 22: loss did not improve from 0.03556
289/400 [====================>.........] - ETA: 1:03 - loss: 0.1114 - dice_coefficient: 0.9532
Epoch 22: loss did not improve from 0.03556
290/400 [====================>.........] - ETA: 1:03 - loss: 0.1111 - dice_coefficient: 0.9533
Epoch 22: loss did not improve from 0.03556
291/400 [====================>.........] - ETA: 1:02 - loss: 0.1109 - dice_coefficient: 0.9534
Epoch 22: loss did not improve from 0.03556
292/400 [====================>.........] - ETA: 1:01 - loss: 0.1108 - dice_coefficient: 0.9534
Epoch 22: loss did not improve from 0.03556
293/400 [====================>.........] - ETA: 1:01 - loss: 0.1107 - dice_coefficient: 0.9532
Epoch 22: loss did not improve from 0.03556
294/400 [=====================>........] - ETA: 1:00 - loss: 0.1105 - dice_coefficient: 0.9533
Epoch 22: loss did not improve from 0.03556
295/400 [=====================>........] - ETA: 1:00 - loss: 0.1102 - dice_coefficient: 0.9534
Epoch 22: loss did not improve from 0.03556
296/400 [=====================>........] - ETA: 59s - loss: 0.1099 - dice_coefficient: 0.9535 
Epoch 22: loss did not improve from 0.03556
297/400 [=====================>........] - ETA: 58s - loss: 0.1097 - dice_coefficient: 0.9535
Epoch 22: loss did not improve from 0.03556
298/400 [=====================>........] - ETA: 58s - loss: 0.1095 - dice_coefficient: 0.9536
Epoch 22: loss did not improve from 0.03556
299/400 [=====================>........] - ETA: 57s - loss: 0.1093 - dice_coefficient: 0.9537
Epoch 22: loss did not improve from 0.03556
300/400 [=====================>........] - ETA: 57s - loss: 0.1091 - dice_coefficient: 0.9537
Epoch 22: loss did not improve from 0.03556
301/400 [=====================>........] - ETA: 56s - loss: 0.1087 - dice_coefficient: 0.9539
Epoch 22: loss did not improve from 0.03556
302/400 [=====================>........] - ETA: 56s - loss: 0.1084 - dice_coefficient: 0.9540
Epoch 22: loss did not improve from 0.03556
303/400 [=====================>........] - ETA: 55s - loss: 0.1082 - dice_coefficient: 0.9540
Epoch 22: loss did not improve from 0.03556
304/400 [=====================>........] - ETA: 54s - loss: 0.1079 - dice_coefficient: 0.9541
Epoch 22: loss did not improve from 0.03556
305/400 [=====================>........] - ETA: 54s - loss: 0.1078 - dice_coefficient: 0.9541
Epoch 22: loss did not improve from 0.03556
306/400 [=====================>........] - ETA: 53s - loss: 0.1075 - dice_coefficient: 0.9542
Epoch 22: loss did not improve from 0.03556
307/400 [======================>.......] - ETA: 53s - loss: 0.1072 - dice_coefficient: 0.9543
Epoch 22: loss did not improve from 0.03556
308/400 [======================>.......] - ETA: 52s - loss: 0.1070 - dice_coefficient: 0.9543
Epoch 22: loss did not improve from 0.03556
309/400 [======================>.......] - ETA: 52s - loss: 0.1067 - dice_coefficient: 0.9544
Epoch 22: loss did not improve from 0.03556
310/400 [======================>.......] - ETA: 51s - loss: 0.1067 - dice_coefficient: 0.9543
Epoch 22: loss did not improve from 0.03556
311/400 [======================>.......] - ETA: 50s - loss: 0.1066 - dice_coefficient: 0.9543
Epoch 22: loss did not improve from 0.03556
312/400 [======================>.......] - ETA: 50s - loss: 0.1063 - dice_coefficient: 0.9543
Epoch 22: loss did not improve from 0.03556
313/400 [======================>.......] - ETA: 49s - loss: 0.1061 - dice_coefficient: 0.9544
Epoch 22: loss did not improve from 0.03556
314/400 [======================>.......] - ETA: 49s - loss: 0.1059 - dice_coefficient: 0.9545
Epoch 22: loss did not improve from 0.03556
315/400 [======================>.......] - ETA: 48s - loss: 0.1058 - dice_coefficient: 0.9544
Epoch 22: loss did not improve from 0.03556
316/400 [======================>.......] - ETA: 48s - loss: 0.1055 - dice_coefficient: 0.9545
Epoch 22: loss did not improve from 0.03556
317/400 [======================>.......] - ETA: 47s - loss: 0.1056 - dice_coefficient: 0.9543
Epoch 22: loss did not improve from 0.03556
318/400 [======================>.......] - ETA: 46s - loss: 0.1055 - dice_coefficient: 0.9543
Epoch 22: loss did not improve from 0.03556
319/400 [======================>.......] - ETA: 46s - loss: 0.1053 - dice_coefficient: 0.9543
Epoch 22: loss did not improve from 0.03556
320/400 [=======================>......] - ETA: 45s - loss: 0.1050 - dice_coefficient: 0.9544
Epoch 22: loss did not improve from 0.03556
321/400 [=======================>......] - ETA: 45s - loss: 0.1048 - dice_coefficient: 0.9545
Epoch 22: loss did not improve from 0.03556
322/400 [=======================>......] - ETA: 44s - loss: 0.1047 - dice_coefficient: 0.9544
Epoch 22: loss did not improve from 0.03556
323/400 [=======================>......] - ETA: 44s - loss: 0.1052 - dice_coefficient: 0.9542
Epoch 22: loss did not improve from 0.03556
324/400 [=======================>......] - ETA: 43s - loss: 0.1058 - dice_coefficient: 0.9537
Epoch 22: loss did not improve from 0.03556
325/400 [=======================>......] - ETA: 42s - loss: 0.1056 - dice_coefficient: 0.9537
Epoch 22: loss did not improve from 0.03556
326/400 [=======================>......] - ETA: 42s - loss: 0.1055 - dice_coefficient: 0.9537
Epoch 22: loss did not improve from 0.03556
327/400 [=======================>......] - ETA: 41s - loss: 0.1053 - dice_coefficient: 0.9538
Epoch 22: loss did not improve from 0.03556
328/400 [=======================>......] - ETA: 41s - loss: 0.1052 - dice_coefficient: 0.9537
Epoch 22: loss did not improve from 0.03556
329/400 [=======================>......] - ETA: 40s - loss: 0.1049 - dice_coefficient: 0.9538
Epoch 22: loss did not improve from 0.03556
330/400 [=======================>......] - ETA: 40s - loss: 0.1047 - dice_coefficient: 0.9539
Epoch 22: loss did not improve from 0.03556
331/400 [=======================>......] - ETA: 39s - loss: 0.1045 - dice_coefficient: 0.9540
Epoch 22: loss did not improve from 0.03556
332/400 [=======================>......] - ETA: 38s - loss: 0.1042 - dice_coefficient: 0.9541
Epoch 22: loss did not improve from 0.03556
333/400 [=======================>......] - ETA: 38s - loss: 0.1045 - dice_coefficient: 0.9537
Epoch 22: loss did not improve from 0.03556
334/400 [========================>.....] - ETA: 37s - loss: 0.1043 - dice_coefficient: 0.9538
Epoch 22: loss did not improve from 0.03556
335/400 [========================>.....] - ETA: 37s - loss: 0.1049 - dice_coefficient: 0.9533
Epoch 22: loss did not improve from 0.03556
336/400 [========================>.....] - ETA: 36s - loss: 0.1046 - dice_coefficient: 0.9534
Epoch 22: loss did not improve from 0.03556
337/400 [========================>.....] - ETA: 36s - loss: 0.1044 - dice_coefficient: 0.9535
Epoch 22: loss did not improve from 0.03556
338/400 [========================>.....] - ETA: 35s - loss: 0.1041 - dice_coefficient: 0.9536
Epoch 22: loss did not improve from 0.03556
339/400 [========================>.....] - ETA: 34s - loss: 0.1041 - dice_coefficient: 0.9536
Epoch 22: loss did not improve from 0.03556
340/400 [========================>.....] - ETA: 34s - loss: 0.1039 - dice_coefficient: 0.9536
Epoch 22: loss did not improve from 0.03556
341/400 [========================>.....] - ETA: 33s - loss: 0.1037 - dice_coefficient: 0.9537
Epoch 22: loss did not improve from 0.03556
342/400 [========================>.....] - ETA: 33s - loss: 0.1035 - dice_coefficient: 0.9537
Epoch 22: loss did not improve from 0.03556
343/400 [========================>.....] - ETA: 32s - loss: 0.1034 - dice_coefficient: 0.9538
Epoch 22: loss did not improve from 0.03556
344/400 [========================>.....] - ETA: 32s - loss: 0.1031 - dice_coefficient: 0.9539
Epoch 22: loss did not improve from 0.03556
345/400 [========================>.....] - ETA: 31s - loss: 0.1029 - dice_coefficient: 0.9539
Epoch 22: loss did not improve from 0.03556
346/400 [========================>.....] - ETA: 30s - loss: 0.1027 - dice_coefficient: 0.9540
Epoch 22: loss did not improve from 0.03556
347/400 [=========================>....] - ETA: 30s - loss: 0.1025 - dice_coefficient: 0.9541
Epoch 22: loss did not improve from 0.03556
348/400 [=========================>....] - ETA: 29s - loss: 0.1023 - dice_coefficient: 0.9541
Epoch 22: loss did not improve from 0.03556
349/400 [=========================>....] - ETA: 29s - loss: 0.1022 - dice_coefficient: 0.9542
Epoch 22: loss did not improve from 0.03556
350/400 [=========================>....] - ETA: 28s - loss: 0.1020 - dice_coefficient: 0.9542
Epoch 22: loss did not improve from 0.03556
351/400 [=========================>....] - ETA: 28s - loss: 0.1018 - dice_coefficient: 0.9543
Epoch 22: loss did not improve from 0.03556
352/400 [=========================>....] - ETA: 27s - loss: 0.1015 - dice_coefficient: 0.9544
Epoch 22: loss did not improve from 0.03556
353/400 [=========================>....] - ETA: 26s - loss: 0.1015 - dice_coefficient: 0.9543
Epoch 22: loss did not improve from 0.03556
354/400 [=========================>....] - ETA: 26s - loss: 0.1013 - dice_coefficient: 0.9544
Epoch 22: loss did not improve from 0.03556
355/400 [=========================>....] - ETA: 25s - loss: 0.1011 - dice_coefficient: 0.9544
Epoch 22: loss did not improve from 0.03556
356/400 [=========================>....] - ETA: 25s - loss: 0.1009 - dice_coefficient: 0.9545
Epoch 22: loss did not improve from 0.03556
357/400 [=========================>....] - ETA: 24s - loss: 0.1006 - dice_coefficient: 0.9546
Epoch 22: loss did not improve from 0.03556
358/400 [=========================>....] - ETA: 24s - loss: 0.1004 - dice_coefficient: 0.9547
Epoch 22: loss did not improve from 0.03556
359/400 [=========================>....] - ETA: 23s - loss: 0.1002 - dice_coefficient: 0.9547
Epoch 22: loss did not improve from 0.03556
360/400 [==========================>...] - ETA: 22s - loss: 0.1000 - dice_coefficient: 0.9548
Epoch 22: loss did not improve from 0.03556
361/400 [==========================>...] - ETA: 22s - loss: 0.1004 - dice_coefficient: 0.9544
Epoch 22: loss did not improve from 0.03556
362/400 [==========================>...] - ETA: 21s - loss: 0.1003 - dice_coefficient: 0.9544
Epoch 22: loss did not improve from 0.03556
363/400 [==========================>...] - ETA: 21s - loss: 0.1003 - dice_coefficient: 0.9543
Epoch 22: loss did not improve from 0.03556
364/400 [==========================>...] - ETA: 20s - loss: 0.1001 - dice_coefficient: 0.9543
Epoch 22: loss did not improve from 0.03556
365/400 [==========================>...] - ETA: 20s - loss: 0.0999 - dice_coefficient: 0.9544
Epoch 22: loss did not improve from 0.03556
366/400 [==========================>...] - ETA: 19s - loss: 0.0997 - dice_coefficient: 0.9545
Epoch 22: loss did not improve from 0.03556
367/400 [==========================>...] - ETA: 18s - loss: 0.0995 - dice_coefficient: 0.9545
Epoch 22: loss did not improve from 0.03556
368/400 [==========================>...] - ETA: 18s - loss: 0.0994 - dice_coefficient: 0.9546
Epoch 22: loss did not improve from 0.03556
369/400 [==========================>...] - ETA: 17s - loss: 0.0992 - dice_coefficient: 0.9545
Epoch 22: loss did not improve from 0.03556
370/400 [==========================>...] - ETA: 17s - loss: 0.0991 - dice_coefficient: 0.9546
Epoch 22: loss did not improve from 0.03556
371/400 [==========================>...] - ETA: 16s - loss: 0.0995 - dice_coefficient: 0.9541
Epoch 22: loss did not improve from 0.03556
372/400 [==========================>...] - ETA: 16s - loss: 0.0993 - dice_coefficient: 0.9542
Epoch 22: loss did not improve from 0.03556
373/400 [==========================>...] - ETA: 15s - loss: 0.0992 - dice_coefficient: 0.9542
Epoch 22: loss did not improve from 0.03556
374/400 [===========================>..] - ETA: 14s - loss: 0.0992 - dice_coefficient: 0.9541
Epoch 22: loss did not improve from 0.03556
375/400 [===========================>..] - ETA: 14s - loss: 0.0991 - dice_coefficient: 0.9540
Epoch 22: loss did not improve from 0.03556
376/400 [===========================>..] - ETA: 13s - loss: 0.0989 - dice_coefficient: 0.9541
Epoch 22: loss did not improve from 0.03556
377/400 [===========================>..] - ETA: 13s - loss: 0.0988 - dice_coefficient: 0.9541
Epoch 22: loss did not improve from 0.03556
378/400 [===========================>..] - ETA: 12s - loss: 0.0987 - dice_coefficient: 0.9542
Epoch 22: loss did not improve from 0.03556
379/400 [===========================>..] - ETA: 12s - loss: 0.0985 - dice_coefficient: 0.9542
Epoch 22: loss did not improve from 0.03556
380/400 [===========================>..] - ETA: 11s - loss: 0.0983 - dice_coefficient: 0.9543
Epoch 22: loss did not improve from 0.03556
381/400 [===========================>..] - ETA: 10s - loss: 0.0983 - dice_coefficient: 0.9542
Epoch 22: loss did not improve from 0.03556
382/400 [===========================>..] - ETA: 10s - loss: 0.0981 - dice_coefficient: 0.9543
Epoch 22: loss did not improve from 0.03556
383/400 [===========================>..] - ETA: 9s - loss: 0.0979 - dice_coefficient: 0.9544 
Epoch 22: loss did not improve from 0.03556
384/400 [===========================>..] - ETA: 9s - loss: 0.0977 - dice_coefficient: 0.9544
Epoch 22: loss did not improve from 0.03556
385/400 [===========================>..] - ETA: 8s - loss: 0.0979 - dice_coefficient: 0.9542
Epoch 22: loss did not improve from 0.03556
386/400 [===========================>..] - ETA: 8s - loss: 0.0977 - dice_coefficient: 0.9542
Epoch 22: loss did not improve from 0.03556
387/400 [============================>.] - ETA: 7s - loss: 0.0976 - dice_coefficient: 0.9542
Epoch 22: loss did not improve from 0.03556
388/400 [============================>.] - ETA: 6s - loss: 0.0974 - dice_coefficient: 0.9543
Epoch 22: loss did not improve from 0.03556
389/400 [============================>.] - ETA: 6s - loss: 0.0973 - dice_coefficient: 0.9543
Epoch 22: loss did not improve from 0.03556
390/400 [============================>.] - ETA: 5s - loss: 0.0971 - dice_coefficient: 0.9544
Epoch 22: loss did not improve from 0.03556
391/400 [============================>.] - ETA: 5s - loss: 0.0970 - dice_coefficient: 0.9545
Epoch 22: loss did not improve from 0.03556
392/400 [============================>.] - ETA: 4s - loss: 0.0972 - dice_coefficient: 0.9542
Epoch 22: loss did not improve from 0.03556
393/400 [============================>.] - ETA: 4s - loss: 0.0972 - dice_coefficient: 0.9541
Epoch 22: loss did not improve from 0.03556
394/400 [============================>.] - ETA: 3s - loss: 0.0970 - dice_coefficient: 0.9542
Epoch 22: loss did not improve from 0.03556
395/400 [============================>.] - ETA: 2s - loss: 0.0969 - dice_coefficient: 0.9542
Epoch 22: loss did not improve from 0.03556
396/400 [============================>.] - ETA: 2s - loss: 0.0967 - dice_coefficient: 0.9542
Epoch 22: loss did not improve from 0.03556
397/400 [============================>.] - ETA: 1s - loss: 0.0965 - dice_coefficient: 0.9543
Epoch 22: loss did not improve from 0.03556
398/400 [============================>.] - ETA: 1s - loss: 0.0963 - dice_coefficient: 0.9544
Epoch 22: loss did not improve from 0.03556
399/400 [============================>.] - ETA: 0s - loss: 0.0962 - dice_coefficient: 0.9545
Epoch 22: loss did not improve from 0.03556
400/400 [==============================] - 230s 575ms/step - loss: 0.0960 - dice_coefficient: 0.9545 - val_loss: 0.7057 - val_dice_coefficient: 0.6677 - lr: 4.0000e-06
Epoch 23/30

Epoch 23: loss improved from 0.03556 to 0.01867, saving model to model-0.02.h5
  1/400 [..............................] - ETA: 4:45 - loss: 0.0187 - dice_coefficient: 0.9848
Epoch 23: loss did not improve from 0.01867
  2/400 [..............................] - ETA: 3:42 - loss: 0.0249 - dice_coefficient: 0.9802
Epoch 23: loss did not improve from 0.01867
  3/400 [..............................] - ETA: 3:45 - loss: 0.0236 - dice_coefficient: 0.9817
Epoch 23: loss did not improve from 0.01867
  4/400 [..............................] - ETA: 3:45 - loss: 0.0219 - dice_coefficient: 0.9834
Epoch 23: loss did not improve from 0.01867
  5/400 [..............................] - ETA: 3:45 - loss: 0.0254 - dice_coefficient: 0.9808
Epoch 23: loss did not improve from 0.01867
  6/400 [..............................] - ETA: 3:45 - loss: 0.0287 - dice_coefficient: 0.9776
Epoch 23: loss did not improve from 0.01867
  7/400 [..............................] - ETA: 3:44 - loss: 0.0280 - dice_coefficient: 0.9779
Epoch 23: loss did not improve from 0.01867
  8/400 [..............................] - ETA: 3:43 - loss: 0.0332 - dice_coefficient: 0.9736
Epoch 23: loss did not improve from 0.01867
  9/400 [..............................] - ETA: 3:42 - loss: 0.0329 - dice_coefficient: 0.9743
Epoch 23: loss did not improve from 0.01867
 10/400 [..............................] - ETA: 3:42 - loss: 0.0407 - dice_coefficient: 0.9678
Epoch 23: loss did not improve from 0.01867
 11/400 [..............................] - ETA: 3:41 - loss: 0.0451 - dice_coefficient: 0.9634
Epoch 23: loss did not improve from 0.01867
 12/400 [..............................] - ETA: 3:41 - loss: 0.0568 - dice_coefficient: 0.9529
Epoch 23: loss did not improve from 0.01867
 13/400 [..............................] - ETA: 3:40 - loss: 0.0592 - dice_coefficient: 0.9515
Epoch 23: loss did not improve from 0.01867
 14/400 [>.............................] - ETA: 3:39 - loss: 0.0568 - dice_coefficient: 0.9537
Epoch 23: loss did not improve from 0.01867
 15/400 [>.............................] - ETA: 3:39 - loss: 0.0564 - dice_coefficient: 0.9538
Epoch 23: loss did not improve from 0.01867
 16/400 [>.............................] - ETA: 3:39 - loss: 0.0538 - dice_coefficient: 0.9561
Epoch 23: loss did not improve from 0.01867
 17/400 [>.............................] - ETA: 3:38 - loss: 0.0543 - dice_coefficient: 0.9559
Epoch 23: loss did not improve from 0.01867
 18/400 [>.............................] - ETA: 3:38 - loss: 0.0523 - dice_coefficient: 0.9574
Epoch 23: loss did not improve from 0.01867
 19/400 [>.............................] - ETA: 3:37 - loss: 0.0601 - dice_coefficient: 0.9519
Epoch 23: loss did not improve from 0.01867
 20/400 [>.............................] - ETA: 3:36 - loss: 0.0583 - dice_coefficient: 0.9537
Epoch 23: loss did not improve from 0.01867
 21/400 [>.............................] - ETA: 3:36 - loss: 0.0573 - dice_coefficient: 0.9549
Epoch 23: loss did not improve from 0.01867
 22/400 [>.............................] - ETA: 3:35 - loss: 0.0571 - dice_coefficient: 0.9551
Epoch 23: loss did not improve from 0.01867
 23/400 [>.............................] - ETA: 3:35 - loss: 0.0551 - dice_coefficient: 0.9566
Epoch 23: loss did not improve from 0.01867
 24/400 [>.............................] - ETA: 3:34 - loss: 0.0547 - dice_coefficient: 0.9571
Epoch 23: loss did not improve from 0.01867
 25/400 [>.............................] - ETA: 3:33 - loss: 0.0531 - dice_coefficient: 0.9583
Epoch 23: loss did not improve from 0.01867
 26/400 [>.............................] - ETA: 3:33 - loss: 0.0519 - dice_coefficient: 0.9592
Epoch 23: loss did not improve from 0.01867
 27/400 [=>............................] - ETA: 3:32 - loss: 0.0511 - dice_coefficient: 0.9601
Epoch 23: loss did not improve from 0.01867
 28/400 [=>............................] - ETA: 3:32 - loss: 0.0499 - dice_coefficient: 0.9610
Epoch 23: loss did not improve from 0.01867
 29/400 [=>............................] - ETA: 3:31 - loss: 0.0488 - dice_coefficient: 0.9619
Epoch 23: loss did not improve from 0.01867
 30/400 [=>............................] - ETA: 3:31 - loss: 0.0550 - dice_coefficient: 0.9568
Epoch 23: loss did not improve from 0.01867
 31/400 [=>............................] - ETA: 3:30 - loss: 0.0558 - dice_coefficient: 0.9561
Epoch 23: loss did not improve from 0.01867
 32/400 [=>............................] - ETA: 3:29 - loss: 0.0546 - dice_coefficient: 0.9570
Epoch 23: loss did not improve from 0.01867
 33/400 [=>............................] - ETA: 3:29 - loss: 0.0537 - dice_coefficient: 0.9578
Epoch 23: loss did not improve from 0.01867
 34/400 [=>............................] - ETA: 3:28 - loss: 0.0529 - dice_coefficient: 0.9585
Epoch 23: loss did not improve from 0.01867
 35/400 [=>............................] - ETA: 3:28 - loss: 0.0541 - dice_coefficient: 0.9573
Epoch 23: loss did not improve from 0.01867
 36/400 [=>............................] - ETA: 3:27 - loss: 0.0531 - dice_coefficient: 0.9581
Epoch 23: loss did not improve from 0.01867
 37/400 [=>............................] - ETA: 3:27 - loss: 0.0528 - dice_coefficient: 0.9583
Epoch 23: loss did not improve from 0.01867
 38/400 [=>............................] - ETA: 3:26 - loss: 0.0517 - dice_coefficient: 0.9592
Epoch 23: loss did not improve from 0.01867
 39/400 [=>............................] - ETA: 3:26 - loss: 0.0506 - dice_coefficient: 0.9601
Epoch 23: loss did not improve from 0.01867
 40/400 [==>...........................] - ETA: 3:25 - loss: 0.0501 - dice_coefficient: 0.9604
Epoch 23: loss did not improve from 0.01867
 41/400 [==>...........................] - ETA: 3:25 - loss: 0.0501 - dice_coefficient: 0.9605
Epoch 23: loss did not improve from 0.01867
 42/400 [==>...........................] - ETA: 3:24 - loss: 0.0493 - dice_coefficient: 0.9611
Epoch 23: loss did not improve from 0.01867
 43/400 [==>...........................] - ETA: 3:23 - loss: 0.0488 - dice_coefficient: 0.9615
Epoch 23: loss did not improve from 0.01867
 44/400 [==>...........................] - ETA: 3:23 - loss: 0.0490 - dice_coefficient: 0.9612
Epoch 23: loss did not improve from 0.01867
 45/400 [==>...........................] - ETA: 3:22 - loss: 0.0487 - dice_coefficient: 0.9614
Epoch 23: loss did not improve from 0.01867
 46/400 [==>...........................] - ETA: 3:22 - loss: 0.0480 - dice_coefficient: 0.9619
Epoch 23: loss did not improve from 0.01867
 47/400 [==>...........................] - ETA: 3:21 - loss: 0.0480 - dice_coefficient: 0.9621
Epoch 23: loss did not improve from 0.01867
 48/400 [==>...........................] - ETA: 3:20 - loss: 0.0479 - dice_coefficient: 0.9621
Epoch 23: loss did not improve from 0.01867
 49/400 [==>...........................] - ETA: 3:20 - loss: 0.0475 - dice_coefficient: 0.9626
Epoch 23: loss did not improve from 0.01867
 50/400 [==>...........................] - ETA: 3:19 - loss: 0.0471 - dice_coefficient: 0.9629
Epoch 23: loss did not improve from 0.01867
 51/400 [==>...........................] - ETA: 3:19 - loss: 0.0469 - dice_coefficient: 0.9632
Epoch 23: loss did not improve from 0.01867
 52/400 [==>...........................] - ETA: 3:18 - loss: 0.0466 - dice_coefficient: 0.9635
Epoch 23: loss did not improve from 0.01867
 53/400 [==>...........................] - ETA: 3:18 - loss: 0.0460 - dice_coefficient: 0.9639
Epoch 23: loss did not improve from 0.01867
 54/400 [===>..........................] - ETA: 3:17 - loss: 0.0456 - dice_coefficient: 0.9643
Epoch 23: loss did not improve from 0.01867
 55/400 [===>..........................] - ETA: 3:16 - loss: 0.0450 - dice_coefficient: 0.9648
Epoch 23: loss did not improve from 0.01867
 56/400 [===>..........................] - ETA: 3:16 - loss: 0.0450 - dice_coefficient: 0.9647
Epoch 23: loss did not improve from 0.01867
 57/400 [===>..........................] - ETA: 3:15 - loss: 0.0450 - dice_coefficient: 0.9649
Epoch 23: loss did not improve from 0.01867
 58/400 [===>..........................] - ETA: 3:15 - loss: 0.0445 - dice_coefficient: 0.9653
Epoch 23: loss did not improve from 0.01867
 59/400 [===>..........................] - ETA: 3:14 - loss: 0.0440 - dice_coefficient: 0.9656
Epoch 23: loss did not improve from 0.01867
 60/400 [===>..........................] - ETA: 3:14 - loss: 0.0442 - dice_coefficient: 0.9657
Epoch 23: loss did not improve from 0.01867
 61/400 [===>..........................] - ETA: 3:13 - loss: 0.0441 - dice_coefficient: 0.9657
Epoch 23: loss did not improve from 0.01867
 62/400 [===>..........................] - ETA: 3:12 - loss: 0.0440 - dice_coefficient: 0.9659
Epoch 23: loss did not improve from 0.01867
 63/400 [===>..........................] - ETA: 3:12 - loss: 0.0479 - dice_coefficient: 0.9626
Epoch 23: loss did not improve from 0.01867
 64/400 [===>..........................] - ETA: 3:11 - loss: 0.0476 - dice_coefficient: 0.9629
Epoch 23: loss did not improve from 0.01867
 65/400 [===>..........................] - ETA: 3:11 - loss: 0.0475 - dice_coefficient: 0.9630
Epoch 23: loss did not improve from 0.01867
 66/400 [===>..........................] - ETA: 3:10 - loss: 0.0472 - dice_coefficient: 0.9633
Epoch 23: loss did not improve from 0.01867
 67/400 [====>.........................] - ETA: 3:10 - loss: 0.0467 - dice_coefficient: 0.9637
Epoch 23: loss did not improve from 0.01867
 68/400 [====>.........................] - ETA: 3:09 - loss: 0.0463 - dice_coefficient: 0.9641
Epoch 23: loss did not improve from 0.01867
 69/400 [====>.........................] - ETA: 3:09 - loss: 0.0457 - dice_coefficient: 0.9645
Epoch 23: loss did not improve from 0.01867
 70/400 [====>.........................] - ETA: 3:08 - loss: 0.0454 - dice_coefficient: 0.9648
Epoch 23: loss did not improve from 0.01867
 71/400 [====>.........................] - ETA: 3:07 - loss: 0.0449 - dice_coefficient: 0.9651
Epoch 23: loss did not improve from 0.01867
 72/400 [====>.........................] - ETA: 3:07 - loss: 0.0462 - dice_coefficient: 0.9639
Epoch 23: loss did not improve from 0.01867
 73/400 [====>.........................] - ETA: 3:06 - loss: 0.0458 - dice_coefficient: 0.9642
Epoch 23: loss did not improve from 0.01867
 74/400 [====>.........................] - ETA: 3:06 - loss: 0.0455 - dice_coefficient: 0.9644
Epoch 23: loss did not improve from 0.01867
 75/400 [====>.........................] - ETA: 3:05 - loss: 0.0451 - dice_coefficient: 0.9647
Epoch 23: loss did not improve from 0.01867
 76/400 [====>.........................] - ETA: 3:05 - loss: 0.0448 - dice_coefficient: 0.9649
Epoch 23: loss did not improve from 0.01867
 77/400 [====>.........................] - ETA: 3:04 - loss: 0.0445 - dice_coefficient: 0.9652
Epoch 23: loss did not improve from 0.01867
 78/400 [====>.........................] - ETA: 3:04 - loss: 0.0456 - dice_coefficient: 0.9641
Epoch 23: loss did not improve from 0.01867
 79/400 [====>.........................] - ETA: 3:03 - loss: 0.0453 - dice_coefficient: 0.9644
Epoch 23: loss did not improve from 0.01867
 80/400 [=====>........................] - ETA: 3:02 - loss: 0.0451 - dice_coefficient: 0.9645
Epoch 23: loss did not improve from 0.01867
 81/400 [=====>........................] - ETA: 3:02 - loss: 0.0451 - dice_coefficient: 0.9647
Epoch 23: loss did not improve from 0.01867
 82/400 [=====>........................] - ETA: 3:01 - loss: 0.0458 - dice_coefficient: 0.9639
Epoch 23: loss did not improve from 0.01867
 83/400 [=====>........................] - ETA: 3:01 - loss: 0.0456 - dice_coefficient: 0.9641
Epoch 23: loss did not improve from 0.01867
 84/400 [=====>........................] - ETA: 3:00 - loss: 0.0465 - dice_coefficient: 0.9633
Epoch 23: loss did not improve from 0.01867
 85/400 [=====>........................] - ETA: 3:00 - loss: 0.0464 - dice_coefficient: 0.9634
Epoch 23: loss did not improve from 0.01867
 86/400 [=====>........................] - ETA: 2:59 - loss: 0.0518 - dice_coefficient: 0.9597
Epoch 23: loss did not improve from 0.01867
 87/400 [=====>........................] - ETA: 2:58 - loss: 0.0516 - dice_coefficient: 0.9599
Epoch 23: loss did not improve from 0.01867
 88/400 [=====>........................] - ETA: 2:58 - loss: 0.0515 - dice_coefficient: 0.9600
Epoch 23: loss did not improve from 0.01867
 89/400 [=====>........................] - ETA: 2:57 - loss: 0.0512 - dice_coefficient: 0.9602
Epoch 23: loss did not improve from 0.01867
 90/400 [=====>........................] - ETA: 2:57 - loss: 0.0524 - dice_coefficient: 0.9592
Epoch 23: loss did not improve from 0.01867
 91/400 [=====>........................] - ETA: 2:56 - loss: 0.0522 - dice_coefficient: 0.9594
Epoch 23: loss did not improve from 0.01867
 92/400 [=====>........................] - ETA: 2:56 - loss: 0.0519 - dice_coefficient: 0.9596
Epoch 23: loss did not improve from 0.01867
 93/400 [=====>........................] - ETA: 2:55 - loss: 0.0518 - dice_coefficient: 0.9597
Epoch 23: loss did not improve from 0.01867
 94/400 [======>.......................] - ETA: 2:54 - loss: 0.0517 - dice_coefficient: 0.9597
Epoch 23: loss did not improve from 0.01867
 95/400 [======>.......................] - ETA: 2:54 - loss: 0.0520 - dice_coefficient: 0.9593
Epoch 23: loss did not improve from 0.01867
 96/400 [======>.......................] - ETA: 2:53 - loss: 0.0524 - dice_coefficient: 0.9591
Epoch 23: loss did not improve from 0.01867
 97/400 [======>.......................] - ETA: 2:53 - loss: 0.0523 - dice_coefficient: 0.9591
Epoch 23: loss did not improve from 0.01867
 98/400 [======>.......................] - ETA: 2:52 - loss: 0.0521 - dice_coefficient: 0.9593
Epoch 23: loss did not improve from 0.01867
 99/400 [======>.......................] - ETA: 2:52 - loss: 0.0518 - dice_coefficient: 0.9596
Epoch 23: loss did not improve from 0.01867
100/400 [======>.......................] - ETA: 2:51 - loss: 0.0519 - dice_coefficient: 0.9594
Epoch 23: loss did not improve from 0.01867
101/400 [======>.......................] - ETA: 2:50 - loss: 0.0520 - dice_coefficient: 0.9594
Epoch 23: loss did not improve from 0.01867
102/400 [======>.......................] - ETA: 2:50 - loss: 0.0518 - dice_coefficient: 0.9596
Epoch 23: loss did not improve from 0.01867
103/400 [======>.......................] - ETA: 2:49 - loss: 0.0515 - dice_coefficient: 0.9598
Epoch 23: loss did not improve from 0.01867
104/400 [======>.......................] - ETA: 2:49 - loss: 0.0513 - dice_coefficient: 0.9599
Epoch 23: loss did not improve from 0.01867
105/400 [======>.......................] - ETA: 2:48 - loss: 0.0511 - dice_coefficient: 0.9602
Epoch 23: loss did not improve from 0.01867
106/400 [======>.......................] - ETA: 2:48 - loss: 0.0507 - dice_coefficient: 0.9605
Epoch 23: loss did not improve from 0.01867
107/400 [=======>......................] - ETA: 2:47 - loss: 0.0508 - dice_coefficient: 0.9604
Epoch 23: loss did not improve from 0.01867
108/400 [=======>......................] - ETA: 2:46 - loss: 0.0508 - dice_coefficient: 0.9605
Epoch 23: loss did not improve from 0.01867
109/400 [=======>......................] - ETA: 2:46 - loss: 0.0504 - dice_coefficient: 0.9608
Epoch 23: loss did not improve from 0.01867
110/400 [=======>......................] - ETA: 2:45 - loss: 0.0509 - dice_coefficient: 0.9604
Epoch 23: loss did not improve from 0.01867
111/400 [=======>......................] - ETA: 2:45 - loss: 0.0507 - dice_coefficient: 0.9606
Epoch 23: loss did not improve from 0.01867
112/400 [=======>......................] - ETA: 2:44 - loss: 0.0505 - dice_coefficient: 0.9608
Epoch 23: loss did not improve from 0.01867
113/400 [=======>......................] - ETA: 2:44 - loss: 0.0534 - dice_coefficient: 0.9585
Epoch 23: loss did not improve from 0.01867
114/400 [=======>......................] - ETA: 2:43 - loss: 0.0531 - dice_coefficient: 0.9587
Epoch 23: loss did not improve from 0.01867
115/400 [=======>......................] - ETA: 2:42 - loss: 0.0537 - dice_coefficient: 0.9582
Epoch 23: loss did not improve from 0.01867
116/400 [=======>......................] - ETA: 2:42 - loss: 0.0538 - dice_coefficient: 0.9581
Epoch 23: loss did not improve from 0.01867
117/400 [=======>......................] - ETA: 2:41 - loss: 0.0535 - dice_coefficient: 0.9584
Epoch 23: loss did not improve from 0.01867
118/400 [=======>......................] - ETA: 2:41 - loss: 0.0534 - dice_coefficient: 0.9585
Epoch 23: loss did not improve from 0.01867
119/400 [=======>......................] - ETA: 2:40 - loss: 0.0538 - dice_coefficient: 0.9581
Epoch 23: loss did not improve from 0.01867
120/400 [========>.....................] - ETA: 2:40 - loss: 0.0537 - dice_coefficient: 0.9582
Epoch 23: loss did not improve from 0.01867
121/400 [========>.....................] - ETA: 2:39 - loss: 0.0533 - dice_coefficient: 0.9585
Epoch 23: loss did not improve from 0.01867
122/400 [========>.....................] - ETA: 2:38 - loss: 0.0532 - dice_coefficient: 0.9586
Epoch 23: loss did not improve from 0.01867
123/400 [========>.....................] - ETA: 2:38 - loss: 0.0531 - dice_coefficient: 0.9587
Epoch 23: loss did not improve from 0.01867
124/400 [========>.....................] - ETA: 2:37 - loss: 0.0530 - dice_coefficient: 0.9588
Epoch 23: loss did not improve from 0.01867
125/400 [========>.....................] - ETA: 2:37 - loss: 0.0528 - dice_coefficient: 0.9589
Epoch 23: loss did not improve from 0.01867
126/400 [========>.....................] - ETA: 2:36 - loss: 0.0539 - dice_coefficient: 0.9579
Epoch 23: loss did not improve from 0.01867
127/400 [========>.....................] - ETA: 2:36 - loss: 0.0538 - dice_coefficient: 0.9581
Epoch 23: loss did not improve from 0.01867
128/400 [========>.....................] - ETA: 2:35 - loss: 0.0536 - dice_coefficient: 0.9582
Epoch 23: loss did not improve from 0.01867
129/400 [========>.....................] - ETA: 2:34 - loss: 0.0538 - dice_coefficient: 0.9580
Epoch 23: loss did not improve from 0.01867
130/400 [========>.....................] - ETA: 2:34 - loss: 0.0534 - dice_coefficient: 0.9583
Epoch 23: loss did not improve from 0.01867
131/400 [========>.....................] - ETA: 2:33 - loss: 0.0532 - dice_coefficient: 0.9585
Epoch 23: loss did not improve from 0.01867
132/400 [========>.....................] - ETA: 2:33 - loss: 0.0533 - dice_coefficient: 0.9583
Epoch 23: loss did not improve from 0.01867
133/400 [========>.....................] - ETA: 2:32 - loss: 0.0533 - dice_coefficient: 0.9583
Epoch 23: loss did not improve from 0.01867
134/400 [=========>....................] - ETA: 2:31 - loss: 0.0533 - dice_coefficient: 0.9584
Epoch 23: loss did not improve from 0.01867
135/400 [=========>....................] - ETA: 2:31 - loss: 0.0531 - dice_coefficient: 0.9585
Epoch 23: loss did not improve from 0.01867
136/400 [=========>....................] - ETA: 2:30 - loss: 0.0537 - dice_coefficient: 0.9579
Epoch 23: loss did not improve from 0.01867
137/400 [=========>....................] - ETA: 2:30 - loss: 0.0535 - dice_coefficient: 0.9581
Epoch 23: loss did not improve from 0.01867
138/400 [=========>....................] - ETA: 2:29 - loss: 0.0554 - dice_coefficient: 0.9564
Epoch 23: loss did not improve from 0.01867
139/400 [=========>....................] - ETA: 2:29 - loss: 0.0553 - dice_coefficient: 0.9566
Epoch 23: loss did not improve from 0.01867
140/400 [=========>....................] - ETA: 2:28 - loss: 0.0550 - dice_coefficient: 0.9568
Epoch 23: loss did not improve from 0.01867
141/400 [=========>....................] - ETA: 2:27 - loss: 0.0548 - dice_coefficient: 0.9570
Epoch 23: loss did not improve from 0.01867
142/400 [=========>....................] - ETA: 2:27 - loss: 0.0547 - dice_coefficient: 0.9570
Epoch 23: loss did not improve from 0.01867
143/400 [=========>....................] - ETA: 2:26 - loss: 0.0545 - dice_coefficient: 0.9573
Epoch 23: loss did not improve from 0.01867
144/400 [=========>....................] - ETA: 2:26 - loss: 0.0543 - dice_coefficient: 0.9575
Epoch 23: loss did not improve from 0.01867
145/400 [=========>....................] - ETA: 2:25 - loss: 0.0542 - dice_coefficient: 0.9575
Epoch 23: loss did not improve from 0.01867
146/400 [=========>....................] - ETA: 2:25 - loss: 0.0541 - dice_coefficient: 0.9576
Epoch 23: loss did not improve from 0.01867
147/400 [==========>...................] - ETA: 2:24 - loss: 0.0540 - dice_coefficient: 0.9577
Epoch 23: loss did not improve from 0.01867
148/400 [==========>...................] - ETA: 2:24 - loss: 0.0539 - dice_coefficient: 0.9578
Epoch 23: loss did not improve from 0.01867
149/400 [==========>...................] - ETA: 2:23 - loss: 0.0552 - dice_coefficient: 0.9567
Epoch 23: loss did not improve from 0.01867
150/400 [==========>...................] - ETA: 2:22 - loss: 0.0549 - dice_coefficient: 0.9569
Epoch 23: loss did not improve from 0.01867
151/400 [==========>...................] - ETA: 2:22 - loss: 0.0548 - dice_coefficient: 0.9569
Epoch 23: loss did not improve from 0.01867
152/400 [==========>...................] - ETA: 2:21 - loss: 0.0547 - dice_coefficient: 0.9570
Epoch 23: loss did not improve from 0.01867
153/400 [==========>...................] - ETA: 2:21 - loss: 0.0545 - dice_coefficient: 0.9572
Epoch 23: loss did not improve from 0.01867
154/400 [==========>...................] - ETA: 2:20 - loss: 0.0544 - dice_coefficient: 0.9572
Epoch 23: loss did not improve from 0.01867
155/400 [==========>...................] - ETA: 2:20 - loss: 0.0543 - dice_coefficient: 0.9574
Epoch 23: loss did not improve from 0.01867
156/400 [==========>...................] - ETA: 2:19 - loss: 0.0545 - dice_coefficient: 0.9573
Epoch 23: loss did not improve from 0.01867
157/400 [==========>...................] - ETA: 2:18 - loss: 0.0548 - dice_coefficient: 0.9570
Epoch 23: loss did not improve from 0.01867
158/400 [==========>...................] - ETA: 2:18 - loss: 0.0545 - dice_coefficient: 0.9571
Epoch 23: loss did not improve from 0.01867
159/400 [==========>...................] - ETA: 2:17 - loss: 0.0544 - dice_coefficient: 0.9572
Epoch 23: loss did not improve from 0.01867
160/400 [===========>..................] - ETA: 2:17 - loss: 0.0541 - dice_coefficient: 0.9574
Epoch 23: loss did not improve from 0.01867
161/400 [===========>..................] - ETA: 2:16 - loss: 0.0540 - dice_coefficient: 0.9576
Epoch 23: loss did not improve from 0.01867
162/400 [===========>..................] - ETA: 2:16 - loss: 0.0540 - dice_coefficient: 0.9575
Epoch 23: loss did not improve from 0.01867
163/400 [===========>..................] - ETA: 2:15 - loss: 0.0538 - dice_coefficient: 0.9577
Epoch 23: loss did not improve from 0.01867
164/400 [===========>..................] - ETA: 2:14 - loss: 0.0536 - dice_coefficient: 0.9578
Epoch 23: loss did not improve from 0.01867
165/400 [===========>..................] - ETA: 2:14 - loss: 0.0546 - dice_coefficient: 0.9569
Epoch 23: loss did not improve from 0.01867
166/400 [===========>..................] - ETA: 2:13 - loss: 0.0543 - dice_coefficient: 0.9571
Epoch 23: loss did not improve from 0.01867
167/400 [===========>..................] - ETA: 2:13 - loss: 0.0541 - dice_coefficient: 0.9573
Epoch 23: loss did not improve from 0.01867
168/400 [===========>..................] - ETA: 2:12 - loss: 0.0540 - dice_coefficient: 0.9574
Epoch 23: loss did not improve from 0.01867
169/400 [===========>..................] - ETA: 2:12 - loss: 0.0537 - dice_coefficient: 0.9576
Epoch 23: loss did not improve from 0.01867
170/400 [===========>..................] - ETA: 2:11 - loss: 0.0536 - dice_coefficient: 0.9576
Epoch 23: loss did not improve from 0.01867
171/400 [===========>..................] - ETA: 2:11 - loss: 0.0535 - dice_coefficient: 0.9578
Epoch 23: loss did not improve from 0.01867
172/400 [===========>..................] - ETA: 2:10 - loss: 0.0536 - dice_coefficient: 0.9578
Epoch 23: loss did not improve from 0.01867
173/400 [===========>..................] - ETA: 2:09 - loss: 0.0536 - dice_coefficient: 0.9578
Epoch 23: loss did not improve from 0.01867
174/400 [============>.................] - ETA: 2:09 - loss: 0.0538 - dice_coefficient: 0.9576
Epoch 23: loss did not improve from 0.01867
175/400 [============>.................] - ETA: 2:08 - loss: 0.0537 - dice_coefficient: 0.9577
Epoch 23: loss did not improve from 0.01867
176/400 [============>.................] - ETA: 2:08 - loss: 0.0537 - dice_coefficient: 0.9577
Epoch 23: loss did not improve from 0.01867
177/400 [============>.................] - ETA: 2:07 - loss: 0.0535 - dice_coefficient: 0.9578
Epoch 23: loss did not improve from 0.01867
178/400 [============>.................] - ETA: 2:07 - loss: 0.0535 - dice_coefficient: 0.9579
Epoch 23: loss did not improve from 0.01867
179/400 [============>.................] - ETA: 2:06 - loss: 0.0533 - dice_coefficient: 0.9580
Epoch 23: loss did not improve from 0.01867
180/400 [============>.................] - ETA: 2:05 - loss: 0.0532 - dice_coefficient: 0.9580
Epoch 23: loss did not improve from 0.01867
181/400 [============>.................] - ETA: 2:05 - loss: 0.0535 - dice_coefficient: 0.9580
Epoch 23: loss did not improve from 0.01867
182/400 [============>.................] - ETA: 2:04 - loss: 0.0533 - dice_coefficient: 0.9582
Epoch 23: loss did not improve from 0.01867
183/400 [============>.................] - ETA: 2:04 - loss: 0.0533 - dice_coefficient: 0.9582
Epoch 23: loss did not improve from 0.01867
184/400 [============>.................] - ETA: 2:03 - loss: 0.0533 - dice_coefficient: 0.9581
Epoch 23: loss did not improve from 0.01867
185/400 [============>.................] - ETA: 2:03 - loss: 0.0532 - dice_coefficient: 0.9582
Epoch 23: loss did not improve from 0.01867
186/400 [============>.................] - ETA: 2:02 - loss: 0.0531 - dice_coefficient: 0.9583
Epoch 23: loss did not improve from 0.01867
187/400 [=============>................] - ETA: 2:01 - loss: 0.0531 - dice_coefficient: 0.9584
Epoch 23: loss did not improve from 0.01867
188/400 [=============>................] - ETA: 2:01 - loss: 0.0530 - dice_coefficient: 0.9585
Epoch 23: loss did not improve from 0.01867
189/400 [=============>................] - ETA: 2:00 - loss: 0.0528 - dice_coefficient: 0.9586
Epoch 23: loss did not improve from 0.01867
190/400 [=============>................] - ETA: 2:00 - loss: 0.0527 - dice_coefficient: 0.9588
Epoch 23: loss did not improve from 0.01867
191/400 [=============>................] - ETA: 1:59 - loss: 0.0528 - dice_coefficient: 0.9588
Epoch 23: loss did not improve from 0.01867
192/400 [=============>................] - ETA: 1:59 - loss: 0.0527 - dice_coefficient: 0.9589
Epoch 23: loss did not improve from 0.01867
193/400 [=============>................] - ETA: 1:58 - loss: 0.0525 - dice_coefficient: 0.9591
Epoch 23: loss did not improve from 0.01867
194/400 [=============>................] - ETA: 1:57 - loss: 0.0523 - dice_coefficient: 0.9592
Epoch 23: loss did not improve from 0.01867
195/400 [=============>................] - ETA: 1:57 - loss: 0.0523 - dice_coefficient: 0.9592
Epoch 23: loss did not improve from 0.01867
196/400 [=============>................] - ETA: 1:56 - loss: 0.0524 - dice_coefficient: 0.9591
Epoch 23: loss did not improve from 0.01867
197/400 [=============>................] - ETA: 1:56 - loss: 0.0524 - dice_coefficient: 0.9592
Epoch 23: loss did not improve from 0.01867
198/400 [=============>................] - ETA: 1:55 - loss: 0.0525 - dice_coefficient: 0.9591
Epoch 23: loss did not improve from 0.01867
199/400 [=============>................] - ETA: 1:55 - loss: 0.0524 - dice_coefficient: 0.9591
Epoch 23: loss did not improve from 0.01867
200/400 [==============>...............] - ETA: 1:54 - loss: 0.0528 - dice_coefficient: 0.9587
Epoch 23: loss did not improve from 0.01867
201/400 [==============>...............] - ETA: 1:53 - loss: 0.0527 - dice_coefficient: 0.9588
Epoch 23: loss did not improve from 0.01867
202/400 [==============>...............] - ETA: 1:53 - loss: 0.0528 - dice_coefficient: 0.9587
Epoch 23: loss did not improve from 0.01867
203/400 [==============>...............] - ETA: 1:52 - loss: 0.0526 - dice_coefficient: 0.9589
Epoch 23: loss did not improve from 0.01867
204/400 [==============>...............] - ETA: 1:52 - loss: 0.0530 - dice_coefficient: 0.9585
Epoch 23: loss did not improve from 0.01867
205/400 [==============>...............] - ETA: 1:51 - loss: 0.0531 - dice_coefficient: 0.9584
Epoch 23: loss did not improve from 0.01867
206/400 [==============>...............] - ETA: 1:51 - loss: 0.0536 - dice_coefficient: 0.9579
Epoch 23: loss did not improve from 0.01867
207/400 [==============>...............] - ETA: 1:50 - loss: 0.0545 - dice_coefficient: 0.9571
Epoch 23: loss did not improve from 0.01867
208/400 [==============>...............] - ETA: 1:49 - loss: 0.0544 - dice_coefficient: 0.9572
Epoch 23: loss did not improve from 0.01867
209/400 [==============>...............] - ETA: 1:49 - loss: 0.0543 - dice_coefficient: 0.9573
Epoch 23: loss did not improve from 0.01867
210/400 [==============>...............] - ETA: 1:48 - loss: 0.0542 - dice_coefficient: 0.9574
Epoch 23: loss did not improve from 0.01867
211/400 [==============>...............] - ETA: 1:48 - loss: 0.0540 - dice_coefficient: 0.9576
Epoch 23: loss did not improve from 0.01867
212/400 [==============>...............] - ETA: 1:47 - loss: 0.0539 - dice_coefficient: 0.9576
Epoch 23: loss did not improve from 0.01867
213/400 [==============>...............] - ETA: 1:47 - loss: 0.0540 - dice_coefficient: 0.9575
Epoch 23: loss did not improve from 0.01867
214/400 [===============>..............] - ETA: 1:46 - loss: 0.0544 - dice_coefficient: 0.9571
Epoch 23: loss did not improve from 0.01867
215/400 [===============>..............] - ETA: 1:45 - loss: 0.0542 - dice_coefficient: 0.9572
Epoch 23: loss did not improve from 0.01867
216/400 [===============>..............] - ETA: 1:45 - loss: 0.0544 - dice_coefficient: 0.9570
Epoch 23: loss did not improve from 0.01867
217/400 [===============>..............] - ETA: 1:44 - loss: 0.0542 - dice_coefficient: 0.9572
Epoch 23: loss did not improve from 0.01867
218/400 [===============>..............] - ETA: 1:44 - loss: 0.0541 - dice_coefficient: 0.9573
Epoch 23: loss did not improve from 0.01867
219/400 [===============>..............] - ETA: 1:43 - loss: 0.0540 - dice_coefficient: 0.9574
Epoch 23: loss did not improve from 0.01867
220/400 [===============>..............] - ETA: 1:43 - loss: 0.0538 - dice_coefficient: 0.9575
Epoch 23: loss did not improve from 0.01867
221/400 [===============>..............] - ETA: 1:42 - loss: 0.0537 - dice_coefficient: 0.9576
Epoch 23: loss did not improve from 0.01867
222/400 [===============>..............] - ETA: 1:41 - loss: 0.0536 - dice_coefficient: 0.9577
Epoch 23: loss did not improve from 0.01867
223/400 [===============>..............] - ETA: 1:41 - loss: 0.0536 - dice_coefficient: 0.9577
Epoch 23: loss did not improve from 0.01867
224/400 [===============>..............] - ETA: 1:40 - loss: 0.0536 - dice_coefficient: 0.9577
Epoch 23: loss did not improve from 0.01867
225/400 [===============>..............] - ETA: 1:40 - loss: 0.0534 - dice_coefficient: 0.9578
Epoch 23: loss did not improve from 0.01867
226/400 [===============>..............] - ETA: 1:39 - loss: 0.0540 - dice_coefficient: 0.9574
Epoch 23: loss did not improve from 0.01867
227/400 [================>.............] - ETA: 1:39 - loss: 0.0542 - dice_coefficient: 0.9573
Epoch 23: loss did not improve from 0.01867
228/400 [================>.............] - ETA: 1:38 - loss: 0.0543 - dice_coefficient: 0.9573
Epoch 23: loss did not improve from 0.01867
229/400 [================>.............] - ETA: 1:37 - loss: 0.0543 - dice_coefficient: 0.9573
Epoch 23: loss did not improve from 0.01867
230/400 [================>.............] - ETA: 1:37 - loss: 0.0546 - dice_coefficient: 0.9571
Epoch 23: loss did not improve from 0.01867
231/400 [================>.............] - ETA: 1:36 - loss: 0.0548 - dice_coefficient: 0.9568
Epoch 23: loss did not improve from 0.01867
232/400 [================>.............] - ETA: 1:36 - loss: 0.0547 - dice_coefficient: 0.9570
Epoch 23: loss did not improve from 0.01867
233/400 [================>.............] - ETA: 1:35 - loss: 0.0547 - dice_coefficient: 0.9570
Epoch 23: loss did not improve from 0.01867
234/400 [================>.............] - ETA: 1:35 - loss: 0.0548 - dice_coefficient: 0.9570
Epoch 23: loss did not improve from 0.01867
235/400 [================>.............] - ETA: 1:34 - loss: 0.0549 - dice_coefficient: 0.9569
Epoch 23: loss did not improve from 0.01867
236/400 [================>.............] - ETA: 1:33 - loss: 0.0547 - dice_coefficient: 0.9570
Epoch 23: loss did not improve from 0.01867
237/400 [================>.............] - ETA: 1:33 - loss: 0.0546 - dice_coefficient: 0.9571
Epoch 23: loss did not improve from 0.01867
238/400 [================>.............] - ETA: 1:32 - loss: 0.0544 - dice_coefficient: 0.9572
Epoch 23: loss did not improve from 0.01867
239/400 [================>.............] - ETA: 1:32 - loss: 0.0543 - dice_coefficient: 0.9573
Epoch 23: loss did not improve from 0.01867
240/400 [=================>............] - ETA: 1:31 - loss: 0.0545 - dice_coefficient: 0.9573
Epoch 23: loss did not improve from 0.01867
241/400 [=================>............] - ETA: 1:31 - loss: 0.0544 - dice_coefficient: 0.9574
Epoch 23: loss did not improve from 0.01867
242/400 [=================>............] - ETA: 1:30 - loss: 0.0543 - dice_coefficient: 0.9575
Epoch 23: loss did not improve from 0.01867
243/400 [=================>............] - ETA: 1:29 - loss: 0.0542 - dice_coefficient: 0.9576
Epoch 23: loss did not improve from 0.01867
244/400 [=================>............] - ETA: 1:29 - loss: 0.0542 - dice_coefficient: 0.9577
Epoch 23: loss did not improve from 0.01867
245/400 [=================>............] - ETA: 1:28 - loss: 0.0544 - dice_coefficient: 0.9575
Epoch 23: loss did not improve from 0.01867
246/400 [=================>............] - ETA: 1:28 - loss: 0.0543 - dice_coefficient: 0.9575
Epoch 23: loss did not improve from 0.01867
247/400 [=================>............] - ETA: 1:27 - loss: 0.0545 - dice_coefficient: 0.9574
Epoch 23: loss did not improve from 0.01867
248/400 [=================>............] - ETA: 1:27 - loss: 0.0546 - dice_coefficient: 0.9573
Epoch 23: loss did not improve from 0.01867
249/400 [=================>............] - ETA: 1:26 - loss: 0.0547 - dice_coefficient: 0.9571
Epoch 23: loss did not improve from 0.01867
250/400 [=================>............] - ETA: 1:25 - loss: 0.0547 - dice_coefficient: 0.9572
Epoch 23: loss did not improve from 0.01867
251/400 [=================>............] - ETA: 1:25 - loss: 0.0545 - dice_coefficient: 0.9573
Epoch 23: loss did not improve from 0.01867
252/400 [=================>............] - ETA: 1:24 - loss: 0.0544 - dice_coefficient: 0.9574
Epoch 23: loss did not improve from 0.01867
253/400 [=================>............] - ETA: 1:24 - loss: 0.0546 - dice_coefficient: 0.9572
Epoch 23: loss did not improve from 0.01867
254/400 [==================>...........] - ETA: 1:23 - loss: 0.0544 - dice_coefficient: 0.9573
Epoch 23: loss did not improve from 0.01867
255/400 [==================>...........] - ETA: 1:22 - loss: 0.0543 - dice_coefficient: 0.9574
Epoch 23: loss did not improve from 0.01867
256/400 [==================>...........] - ETA: 1:22 - loss: 0.0547 - dice_coefficient: 0.9571
Epoch 23: loss did not improve from 0.01867
257/400 [==================>...........] - ETA: 1:21 - loss: 0.0545 - dice_coefficient: 0.9572
Epoch 23: loss did not improve from 0.01867
258/400 [==================>...........] - ETA: 1:21 - loss: 0.0547 - dice_coefficient: 0.9571
Epoch 23: loss did not improve from 0.01867
259/400 [==================>...........] - ETA: 1:20 - loss: 0.0546 - dice_coefficient: 0.9572
Epoch 23: loss did not improve from 0.01867
260/400 [==================>...........] - ETA: 1:20 - loss: 0.0546 - dice_coefficient: 0.9572
Epoch 23: loss did not improve from 0.01867
261/400 [==================>...........] - ETA: 1:19 - loss: 0.0546 - dice_coefficient: 0.9572
Epoch 23: loss did not improve from 0.01867
262/400 [==================>...........] - ETA: 1:18 - loss: 0.0545 - dice_coefficient: 0.9573
Epoch 23: loss did not improve from 0.01867
263/400 [==================>...........] - ETA: 1:18 - loss: 0.0553 - dice_coefficient: 0.9566
Epoch 23: loss did not improve from 0.01867
264/400 [==================>...........] - ETA: 1:17 - loss: 0.0552 - dice_coefficient: 0.9566
Epoch 23: loss did not improve from 0.01867
265/400 [==================>...........] - ETA: 1:17 - loss: 0.0551 - dice_coefficient: 0.9567
Epoch 23: loss did not improve from 0.01867
266/400 [==================>...........] - ETA: 1:16 - loss: 0.0553 - dice_coefficient: 0.9566
Epoch 23: loss did not improve from 0.01867
267/400 [===================>..........] - ETA: 1:16 - loss: 0.0552 - dice_coefficient: 0.9567
Epoch 23: loss did not improve from 0.01867
268/400 [===================>..........] - ETA: 1:15 - loss: 0.0552 - dice_coefficient: 0.9566
Epoch 23: loss did not improve from 0.01867
269/400 [===================>..........] - ETA: 1:14 - loss: 0.0550 - dice_coefficient: 0.9568
Epoch 23: loss did not improve from 0.01867
270/400 [===================>..........] - ETA: 1:14 - loss: 0.0550 - dice_coefficient: 0.9568
Epoch 23: loss did not improve from 0.01867
271/400 [===================>..........] - ETA: 1:13 - loss: 0.0567 - dice_coefficient: 0.9555
Epoch 23: loss did not improve from 0.01867
272/400 [===================>..........] - ETA: 1:13 - loss: 0.0567 - dice_coefficient: 0.9555
Epoch 23: loss did not improve from 0.01867
273/400 [===================>..........] - ETA: 1:12 - loss: 0.0566 - dice_coefficient: 0.9555
Epoch 23: loss did not improve from 0.01867
274/400 [===================>..........] - ETA: 1:12 - loss: 0.0565 - dice_coefficient: 0.9556
Epoch 23: loss did not improve from 0.01867
275/400 [===================>..........] - ETA: 1:11 - loss: 0.0564 - dice_coefficient: 0.9557
Epoch 23: loss did not improve from 0.01867
276/400 [===================>..........] - ETA: 1:10 - loss: 0.0568 - dice_coefficient: 0.9553
Epoch 23: loss did not improve from 0.01867
277/400 [===================>..........] - ETA: 1:10 - loss: 0.0568 - dice_coefficient: 0.9553
Epoch 23: loss did not improve from 0.01867
278/400 [===================>..........] - ETA: 1:09 - loss: 0.0567 - dice_coefficient: 0.9554
Epoch 23: loss did not improve from 0.01867
279/400 [===================>..........] - ETA: 1:09 - loss: 0.0567 - dice_coefficient: 0.9554
Epoch 23: loss did not improve from 0.01867
280/400 [====================>.........] - ETA: 1:08 - loss: 0.0567 - dice_coefficient: 0.9553
Epoch 23: loss did not improve from 0.01867
281/400 [====================>.........] - ETA: 1:08 - loss: 0.0566 - dice_coefficient: 0.9554
Epoch 23: loss did not improve from 0.01867
282/400 [====================>.........] - ETA: 1:07 - loss: 0.0570 - dice_coefficient: 0.9554
Epoch 23: loss did not improve from 0.01867
283/400 [====================>.........] - ETA: 1:06 - loss: 0.0568 - dice_coefficient: 0.9555
Epoch 23: loss did not improve from 0.01867
284/400 [====================>.........] - ETA: 1:06 - loss: 0.0567 - dice_coefficient: 0.9556
Epoch 23: loss did not improve from 0.01867
285/400 [====================>.........] - ETA: 1:05 - loss: 0.0566 - dice_coefficient: 0.9557
Epoch 23: loss did not improve from 0.01867
286/400 [====================>.........] - ETA: 1:05 - loss: 0.1130 - dice_coefficient: 0.9523
Epoch 23: loss did not improve from 0.01867
287/400 [====================>.........] - ETA: 1:04 - loss: 0.1127 - dice_coefficient: 0.9524
Epoch 23: loss did not improve from 0.01867
288/400 [====================>.........] - ETA: 1:04 - loss: 0.1123 - dice_coefficient: 0.9525
Epoch 23: loss did not improve from 0.01867
289/400 [====================>.........] - ETA: 1:03 - loss: 0.1121 - dice_coefficient: 0.9526
Epoch 23: loss did not improve from 0.01867
290/400 [====================>.........] - ETA: 1:02 - loss: 0.1119 - dice_coefficient: 0.9526
Epoch 23: loss did not improve from 0.01867
291/400 [====================>.........] - ETA: 1:02 - loss: 0.1123 - dice_coefficient: 0.9521
Epoch 23: loss did not improve from 0.01867
292/400 [====================>.........] - ETA: 1:01 - loss: 0.1121 - dice_coefficient: 0.9521
Epoch 23: loss did not improve from 0.01867
293/400 [====================>.........] - ETA: 1:01 - loss: 0.1120 - dice_coefficient: 0.9520
Epoch 23: loss did not improve from 0.01867
294/400 [=====================>........] - ETA: 1:00 - loss: 0.1117 - dice_coefficient: 0.9521
Epoch 23: loss did not improve from 0.01867
295/400 [=====================>........] - ETA: 1:00 - loss: 0.1115 - dice_coefficient: 0.9521
Epoch 23: loss did not improve from 0.01867
296/400 [=====================>........] - ETA: 59s - loss: 0.1112 - dice_coefficient: 0.9522 
Epoch 23: loss did not improve from 0.01867
297/400 [=====================>........] - ETA: 58s - loss: 0.1110 - dice_coefficient: 0.9522
Epoch 23: loss did not improve from 0.01867
298/400 [=====================>........] - ETA: 58s - loss: 0.1108 - dice_coefficient: 0.9523
Epoch 23: loss did not improve from 0.01867
299/400 [=====================>........] - ETA: 57s - loss: 0.1105 - dice_coefficient: 0.9524
Epoch 23: loss did not improve from 0.01867
300/400 [=====================>........] - ETA: 57s - loss: 0.1104 - dice_coefficient: 0.9523
Epoch 23: loss did not improve from 0.01867
301/400 [=====================>........] - ETA: 56s - loss: 0.1102 - dice_coefficient: 0.9523
Epoch 23: loss did not improve from 0.01867
302/400 [=====================>........] - ETA: 56s - loss: 0.1100 - dice_coefficient: 0.9523
Epoch 23: loss did not improve from 0.01867
303/400 [=====================>........] - ETA: 55s - loss: 0.1097 - dice_coefficient: 0.9524
Epoch 23: loss did not improve from 0.01867
304/400 [=====================>........] - ETA: 54s - loss: 0.1094 - dice_coefficient: 0.9525
Epoch 23: loss did not improve from 0.01867
305/400 [=====================>........] - ETA: 54s - loss: 0.1091 - dice_coefficient: 0.9526
Epoch 23: loss did not improve from 0.01867
306/400 [=====================>........] - ETA: 53s - loss: 0.1089 - dice_coefficient: 0.9527
Epoch 23: loss did not improve from 0.01867
307/400 [======================>.......] - ETA: 53s - loss: 0.1086 - dice_coefficient: 0.9528
Epoch 23: loss did not improve from 0.01867
308/400 [======================>.......] - ETA: 52s - loss: 0.1083 - dice_coefficient: 0.9529
Epoch 23: loss did not improve from 0.01867
309/400 [======================>.......] - ETA: 52s - loss: 0.1081 - dice_coefficient: 0.9529
Epoch 23: loss did not improve from 0.01867
310/400 [======================>.......] - ETA: 51s - loss: 0.1078 - dice_coefficient: 0.9530
Epoch 23: loss did not improve from 0.01867
311/400 [======================>.......] - ETA: 50s - loss: 0.1082 - dice_coefficient: 0.9525
Epoch 23: loss did not improve from 0.01867
312/400 [======================>.......] - ETA: 50s - loss: 0.1080 - dice_coefficient: 0.9526
Epoch 23: loss did not improve from 0.01867
313/400 [======================>.......] - ETA: 49s - loss: 0.1078 - dice_coefficient: 0.9527
Epoch 23: loss did not improve from 0.01867
314/400 [======================>.......] - ETA: 49s - loss: 0.1075 - dice_coefficient: 0.9528
Epoch 23: loss did not improve from 0.01867
315/400 [======================>.......] - ETA: 48s - loss: 0.1073 - dice_coefficient: 0.9528
Epoch 23: loss did not improve from 0.01867
316/400 [======================>.......] - ETA: 48s - loss: 0.1071 - dice_coefficient: 0.9529
Epoch 23: loss did not improve from 0.01867
317/400 [======================>.......] - ETA: 47s - loss: 0.1068 - dice_coefficient: 0.9530
Epoch 23: loss did not improve from 0.01867
318/400 [======================>.......] - ETA: 46s - loss: 0.1066 - dice_coefficient: 0.9530
Epoch 23: loss did not improve from 0.01867
319/400 [======================>.......] - ETA: 46s - loss: 0.1064 - dice_coefficient: 0.9531
Epoch 23: loss did not improve from 0.01867
320/400 [=======================>......] - ETA: 45s - loss: 0.1062 - dice_coefficient: 0.9531
Epoch 23: loss did not improve from 0.01867
321/400 [=======================>......] - ETA: 45s - loss: 0.1059 - dice_coefficient: 0.9532
Epoch 23: loss did not improve from 0.01867
322/400 [=======================>......] - ETA: 44s - loss: 0.1057 - dice_coefficient: 0.9533
Epoch 23: loss did not improve from 0.01867
323/400 [=======================>......] - ETA: 44s - loss: 0.1065 - dice_coefficient: 0.9526
Epoch 23: loss did not improve from 0.01867
324/400 [=======================>......] - ETA: 43s - loss: 0.1062 - dice_coefficient: 0.9527
Epoch 23: loss did not improve from 0.01867
325/400 [=======================>......] - ETA: 42s - loss: 0.1059 - dice_coefficient: 0.9528
Epoch 23: loss did not improve from 0.01867
326/400 [=======================>......] - ETA: 42s - loss: 0.1057 - dice_coefficient: 0.9528
Epoch 23: loss did not improve from 0.01867
327/400 [=======================>......] - ETA: 41s - loss: 0.1054 - dice_coefficient: 0.9530
Epoch 23: loss did not improve from 0.01867
328/400 [=======================>......] - ETA: 41s - loss: 0.1052 - dice_coefficient: 0.9530
Epoch 23: loss did not improve from 0.01867
329/400 [=======================>......] - ETA: 40s - loss: 0.1051 - dice_coefficient: 0.9530
Epoch 23: loss did not improve from 0.01867
330/400 [=======================>......] - ETA: 40s - loss: 0.1048 - dice_coefficient: 0.9531
Epoch 23: loss did not improve from 0.01867
331/400 [=======================>......] - ETA: 39s - loss: 0.1045 - dice_coefficient: 0.9533
Epoch 23: loss did not improve from 0.01867
332/400 [=======================>......] - ETA: 38s - loss: 0.1047 - dice_coefficient: 0.9529
Epoch 23: loss did not improve from 0.01867
333/400 [=======================>......] - ETA: 38s - loss: 0.1046 - dice_coefficient: 0.9529
Epoch 23: loss did not improve from 0.01867
334/400 [========================>.....] - ETA: 37s - loss: 0.1043 - dice_coefficient: 0.9531
Epoch 23: loss did not improve from 0.01867
335/400 [========================>.....] - ETA: 37s - loss: 0.1041 - dice_coefficient: 0.9531
Epoch 23: loss did not improve from 0.01867
336/400 [========================>.....] - ETA: 36s - loss: 0.1039 - dice_coefficient: 0.9532
Epoch 23: loss did not improve from 0.01867
337/400 [========================>.....] - ETA: 36s - loss: 0.1037 - dice_coefficient: 0.9533
Epoch 23: loss did not improve from 0.01867
338/400 [========================>.....] - ETA: 35s - loss: 0.1035 - dice_coefficient: 0.9534
Epoch 23: loss did not improve from 0.01867
339/400 [========================>.....] - ETA: 34s - loss: 0.1036 - dice_coefficient: 0.9532
Epoch 23: loss did not improve from 0.01867
340/400 [========================>.....] - ETA: 34s - loss: 0.1033 - dice_coefficient: 0.9533
Epoch 23: loss did not improve from 0.01867
341/400 [========================>.....] - ETA: 33s - loss: 0.1032 - dice_coefficient: 0.9533
Epoch 23: loss did not improve from 0.01867
342/400 [========================>.....] - ETA: 33s - loss: 0.1030 - dice_coefficient: 0.9533
Epoch 23: loss did not improve from 0.01867
343/400 [========================>.....] - ETA: 32s - loss: 0.1029 - dice_coefficient: 0.9533
Epoch 23: loss did not improve from 0.01867
344/400 [========================>.....] - ETA: 32s - loss: 0.1027 - dice_coefficient: 0.9533
Epoch 23: loss did not improve from 0.01867
345/400 [========================>.....] - ETA: 31s - loss: 0.1025 - dice_coefficient: 0.9535
Epoch 23: loss did not improve from 0.01867
346/400 [========================>.....] - ETA: 30s - loss: 0.1023 - dice_coefficient: 0.9535
Epoch 23: loss did not improve from 0.01867
347/400 [=========================>....] - ETA: 30s - loss: 0.1022 - dice_coefficient: 0.9535
Epoch 23: loss did not improve from 0.01867
348/400 [=========================>....] - ETA: 29s - loss: 0.1020 - dice_coefficient: 0.9535
Epoch 23: loss did not improve from 0.01867
349/400 [=========================>....] - ETA: 29s - loss: 0.1018 - dice_coefficient: 0.9536
Epoch 23: loss did not improve from 0.01867
350/400 [=========================>....] - ETA: 28s - loss: 0.1016 - dice_coefficient: 0.9536
Epoch 23: loss did not improve from 0.01867
351/400 [=========================>....] - ETA: 28s - loss: 0.1014 - dice_coefficient: 0.9537
Epoch 23: loss did not improve from 0.01867
352/400 [=========================>....] - ETA: 27s - loss: 0.1013 - dice_coefficient: 0.9537
Epoch 23: loss did not improve from 0.01867
353/400 [=========================>....] - ETA: 26s - loss: 0.1011 - dice_coefficient: 0.9538
Epoch 23: loss did not improve from 0.01867
354/400 [=========================>....] - ETA: 26s - loss: 0.1009 - dice_coefficient: 0.9539
Epoch 23: loss did not improve from 0.01867
355/400 [=========================>....] - ETA: 25s - loss: 0.1008 - dice_coefficient: 0.9538
Epoch 23: loss did not improve from 0.01867
356/400 [=========================>....] - ETA: 25s - loss: 0.1008 - dice_coefficient: 0.9537
Epoch 23: loss did not improve from 0.01867
357/400 [=========================>....] - ETA: 24s - loss: 0.1006 - dice_coefficient: 0.9538
Epoch 23: loss did not improve from 0.01867
358/400 [=========================>....] - ETA: 24s - loss: 0.1004 - dice_coefficient: 0.9539
Epoch 23: loss did not improve from 0.01867
359/400 [=========================>....] - ETA: 23s - loss: 0.1001 - dice_coefficient: 0.9540
Epoch 23: loss did not improve from 0.01867
360/400 [==========================>...] - ETA: 22s - loss: 0.1000 - dice_coefficient: 0.9540
Epoch 23: loss did not improve from 0.01867
361/400 [==========================>...] - ETA: 22s - loss: 0.0998 - dice_coefficient: 0.9541
Epoch 23: loss did not improve from 0.01867
362/400 [==========================>...] - ETA: 21s - loss: 0.0996 - dice_coefficient: 0.9541
Epoch 23: loss did not improve from 0.01867
363/400 [==========================>...] - ETA: 21s - loss: 0.0995 - dice_coefficient: 0.9542
Epoch 23: loss did not improve from 0.01867
364/400 [==========================>...] - ETA: 20s - loss: 0.0993 - dice_coefficient: 0.9542
Epoch 23: loss did not improve from 0.01867
365/400 [==========================>...] - ETA: 20s - loss: 0.0991 - dice_coefficient: 0.9543
Epoch 23: loss did not improve from 0.01867
366/400 [==========================>...] - ETA: 19s - loss: 0.0989 - dice_coefficient: 0.9544
Epoch 23: loss did not improve from 0.01867
367/400 [==========================>...] - ETA: 18s - loss: 0.0988 - dice_coefficient: 0.9543
Epoch 23: loss did not improve from 0.01867
368/400 [==========================>...] - ETA: 18s - loss: 0.0986 - dice_coefficient: 0.9544
Epoch 23: loss did not improve from 0.01867
369/400 [==========================>...] - ETA: 17s - loss: 0.0984 - dice_coefficient: 0.9545
Epoch 23: loss did not improve from 0.01867
370/400 [==========================>...] - ETA: 17s - loss: 0.0983 - dice_coefficient: 0.9545
Epoch 23: loss did not improve from 0.01867
371/400 [==========================>...] - ETA: 16s - loss: 0.0981 - dice_coefficient: 0.9546
Epoch 23: loss did not improve from 0.01867
372/400 [==========================>...] - ETA: 16s - loss: 0.0980 - dice_coefficient: 0.9545
Epoch 23: loss did not improve from 0.01867
373/400 [==========================>...] - ETA: 15s - loss: 0.0979 - dice_coefficient: 0.9545
Epoch 23: loss did not improve from 0.01867
374/400 [===========================>..] - ETA: 14s - loss: 0.0976 - dice_coefficient: 0.9546
Epoch 23: loss did not improve from 0.01867
375/400 [===========================>..] - ETA: 14s - loss: 0.0974 - dice_coefficient: 0.9547
Epoch 23: loss did not improve from 0.01867
376/400 [===========================>..] - ETA: 13s - loss: 0.0973 - dice_coefficient: 0.9547
Epoch 23: loss did not improve from 0.01867
377/400 [===========================>..] - ETA: 13s - loss: 0.0971 - dice_coefficient: 0.9548
Epoch 23: loss did not improve from 0.01867
378/400 [===========================>..] - ETA: 12s - loss: 0.0969 - dice_coefficient: 0.9549
Epoch 23: loss did not improve from 0.01867
379/400 [===========================>..] - ETA: 12s - loss: 0.0968 - dice_coefficient: 0.9549
Epoch 23: loss did not improve from 0.01867
380/400 [===========================>..] - ETA: 11s - loss: 0.0965 - dice_coefficient: 0.9550
Epoch 23: loss did not improve from 0.01867
381/400 [===========================>..] - ETA: 10s - loss: 0.0963 - dice_coefficient: 0.9551
Epoch 23: loss did not improve from 0.01867
382/400 [===========================>..] - ETA: 10s - loss: 0.0962 - dice_coefficient: 0.9551
Epoch 23: loss did not improve from 0.01867
383/400 [===========================>..] - ETA: 9s - loss: 0.0961 - dice_coefficient: 0.9551 
Epoch 23: loss did not improve from 0.01867
384/400 [===========================>..] - ETA: 9s - loss: 0.0960 - dice_coefficient: 0.9551
Epoch 23: loss did not improve from 0.01867
385/400 [===========================>..] - ETA: 8s - loss: 0.0958 - dice_coefficient: 0.9552
Epoch 23: loss did not improve from 0.01867
386/400 [===========================>..] - ETA: 8s - loss: 0.0956 - dice_coefficient: 0.9552
Epoch 23: loss did not improve from 0.01867
387/400 [============================>.] - ETA: 7s - loss: 0.0954 - dice_coefficient: 0.9553
Epoch 23: loss did not improve from 0.01867
388/400 [============================>.] - ETA: 6s - loss: 0.0954 - dice_coefficient: 0.9552
Epoch 23: loss did not improve from 0.01867
389/400 [============================>.] - ETA: 6s - loss: 0.0954 - dice_coefficient: 0.9552
Epoch 23: loss did not improve from 0.01867
390/400 [============================>.] - ETA: 5s - loss: 0.0953 - dice_coefficient: 0.9552
Epoch 23: loss did not improve from 0.01867
391/400 [============================>.] - ETA: 5s - loss: 0.0954 - dice_coefficient: 0.9549
Epoch 23: loss did not improve from 0.01867
392/400 [============================>.] - ETA: 4s - loss: 0.0953 - dice_coefficient: 0.9549
Epoch 23: loss did not improve from 0.01867
393/400 [============================>.] - ETA: 4s - loss: 0.0953 - dice_coefficient: 0.9548
Epoch 23: loss did not improve from 0.01867
394/400 [============================>.] - ETA: 3s - loss: 0.0952 - dice_coefficient: 0.9549
Epoch 23: loss did not improve from 0.01867
395/400 [============================>.] - ETA: 2s - loss: 0.0950 - dice_coefficient: 0.9550
Epoch 23: loss did not improve from 0.01867
396/400 [============================>.] - ETA: 2s - loss: 0.0948 - dice_coefficient: 0.9550
Epoch 23: loss did not improve from 0.01867
397/400 [============================>.] - ETA: 1s - loss: 0.0946 - dice_coefficient: 0.9551
Epoch 23: loss did not improve from 0.01867
398/400 [============================>.] - ETA: 1s - loss: 0.0945 - dice_coefficient: 0.9551
Epoch 23: loss did not improve from 0.01867
399/400 [============================>.] - ETA: 0s - loss: 0.0943 - dice_coefficient: 0.9552
Epoch 23: loss did not improve from 0.01867
400/400 [==============================] - 230s 575ms/step - loss: 0.0943 - dice_coefficient: 0.9551 - val_loss: 0.7184 - val_dice_coefficient: 0.6630 - lr: 4.0000e-06
Epoch 24/30

Epoch 24: loss did not improve from 0.01867
  1/400 [..............................] - ETA: 3:38 - loss: 0.2958 - dice_coefficient: 0.7531
Epoch 24: loss did not improve from 0.01867
  2/400 [..............................] - ETA: 3:50 - loss: 0.1629 - dice_coefficient: 0.8637
Epoch 24: loss did not improve from 0.01867
  3/400 [..............................] - ETA: 3:49 - loss: 0.1231 - dice_coefficient: 0.8981
Epoch 24: loss did not improve from 0.01867
  4/400 [..............................] - ETA: 3:48 - loss: 0.1824 - dice_coefficient: 0.8490
Epoch 24: loss did not improve from 0.01867
  5/400 [..............................] - ETA: 3:46 - loss: 0.1584 - dice_coefficient: 0.8676
Epoch 24: loss did not improve from 0.01867
  6/400 [..............................] - ETA: 3:45 - loss: 0.1335 - dice_coefficient: 0.8884
Epoch 24: loss did not improve from 0.01867
  7/400 [..............................] - ETA: 3:44 - loss: 0.1223 - dice_coefficient: 0.8980
Epoch 24: loss did not improve from 0.01867
  8/400 [..............................] - ETA: 3:44 - loss: 0.1096 - dice_coefficient: 0.9092
Epoch 24: loss did not improve from 0.01867
  9/400 [..............................] - ETA: 3:44 - loss: 0.1000 - dice_coefficient: 0.9174
Epoch 24: loss did not improve from 0.01867
 10/400 [..............................] - ETA: 3:43 - loss: 0.0936 - dice_coefficient: 0.9231
Epoch 24: loss did not improve from 0.01867
 11/400 [..............................] - ETA: 3:42 - loss: 0.0884 - dice_coefficient: 0.9281
Epoch 24: loss did not improve from 0.01867
 12/400 [..............................] - ETA: 3:41 - loss: 0.0847 - dice_coefficient: 0.9308
Epoch 24: loss did not improve from 0.01867
 13/400 [..............................] - ETA: 3:40 - loss: 0.0791 - dice_coefficient: 0.9355
Epoch 24: loss did not improve from 0.01867
 14/400 [>.............................] - ETA: 3:40 - loss: 0.0812 - dice_coefficient: 0.9332
Epoch 24: loss did not improve from 0.01867
 15/400 [>.............................] - ETA: 3:39 - loss: 0.0776 - dice_coefficient: 0.9365
Epoch 24: loss did not improve from 0.01867
 16/400 [>.............................] - ETA: 3:39 - loss: 0.0736 - dice_coefficient: 0.9397
Epoch 24: loss did not improve from 0.01867
 17/400 [>.............................] - ETA: 3:38 - loss: 0.0746 - dice_coefficient: 0.9407
Epoch 24: loss did not improve from 0.01867
 18/400 [>.............................] - ETA: 3:38 - loss: 0.0729 - dice_coefficient: 0.9426
Epoch 24: loss did not improve from 0.01867
 19/400 [>.............................] - ETA: 3:37 - loss: 0.0707 - dice_coefficient: 0.9447
Epoch 24: loss did not improve from 0.01867
 20/400 [>.............................] - ETA: 3:37 - loss: 0.0763 - dice_coefficient: 0.9399
Epoch 24: loss did not improve from 0.01867
 21/400 [>.............................] - ETA: 3:36 - loss: 0.0767 - dice_coefficient: 0.9391
Epoch 24: loss did not improve from 0.01867
 22/400 [>.............................] - ETA: 3:36 - loss: 0.0742 - dice_coefficient: 0.9414
Epoch 24: loss did not improve from 0.01867
 23/400 [>.............................] - ETA: 3:35 - loss: 0.0739 - dice_coefficient: 0.9411
Epoch 24: loss did not improve from 0.01867
 24/400 [>.............................] - ETA: 3:35 - loss: 0.0721 - dice_coefficient: 0.9425
Epoch 24: loss did not improve from 0.01867
 25/400 [>.............................] - ETA: 3:34 - loss: 0.0702 - dice_coefficient: 0.9442
Epoch 24: loss did not improve from 0.01867
 26/400 [>.............................] - ETA: 3:33 - loss: 0.0719 - dice_coefficient: 0.9429
Epoch 24: loss did not improve from 0.01867
 27/400 [=>............................] - ETA: 3:33 - loss: 0.0698 - dice_coefficient: 0.9445
Epoch 24: loss did not improve from 0.01867
 28/400 [=>............................] - ETA: 3:32 - loss: 0.0679 - dice_coefficient: 0.9460
Epoch 24: loss did not improve from 0.01867
 29/400 [=>............................] - ETA: 3:31 - loss: 0.0782 - dice_coefficient: 0.9377
Epoch 24: loss did not improve from 0.01867
 30/400 [=>............................] - ETA: 3:31 - loss: 0.0768 - dice_coefficient: 0.9392
Epoch 24: loss did not improve from 0.01867
 31/400 [=>............................] - ETA: 3:30 - loss: 0.0756 - dice_coefficient: 0.9400
Epoch 24: loss did not improve from 0.01867
 32/400 [=>............................] - ETA: 3:30 - loss: 0.0746 - dice_coefficient: 0.9405
Epoch 24: loss did not improve from 0.01867
 33/400 [=>............................] - ETA: 3:29 - loss: 0.0744 - dice_coefficient: 0.9405
Epoch 24: loss did not improve from 0.01867
 34/400 [=>............................] - ETA: 3:29 - loss: 0.0730 - dice_coefficient: 0.9418
Epoch 24: loss did not improve from 0.01867
 35/400 [=>............................] - ETA: 3:28 - loss: 0.0717 - dice_coefficient: 0.9428
Epoch 24: loss did not improve from 0.01867
 36/400 [=>............................] - ETA: 3:27 - loss: 0.0718 - dice_coefficient: 0.9428
Epoch 24: loss did not improve from 0.01867
 37/400 [=>............................] - ETA: 3:27 - loss: 0.0703 - dice_coefficient: 0.9441
Epoch 24: loss did not improve from 0.01867
 38/400 [=>............................] - ETA: 3:26 - loss: 0.0687 - dice_coefficient: 0.9454
Epoch 24: loss did not improve from 0.01867
 39/400 [=>............................] - ETA: 3:26 - loss: 0.0674 - dice_coefficient: 0.9464
Epoch 24: loss did not improve from 0.01867
 40/400 [==>...........................] - ETA: 3:25 - loss: 0.0684 - dice_coefficient: 0.9454
Epoch 24: loss did not improve from 0.01867
 41/400 [==>...........................] - ETA: 3:25 - loss: 0.0675 - dice_coefficient: 0.9461
Epoch 24: loss did not improve from 0.01867
 42/400 [==>...........................] - ETA: 3:24 - loss: 0.0662 - dice_coefficient: 0.9472
Epoch 24: loss did not improve from 0.01867
 43/400 [==>...........................] - ETA: 3:23 - loss: 0.0649 - dice_coefficient: 0.9483
Epoch 24: loss did not improve from 0.01867
 44/400 [==>...........................] - ETA: 3:23 - loss: 0.0637 - dice_coefficient: 0.9492
Epoch 24: loss did not improve from 0.01867
 45/400 [==>...........................] - ETA: 3:22 - loss: 0.0627 - dice_coefficient: 0.9501
Epoch 24: loss did not improve from 0.01867
 46/400 [==>...........................] - ETA: 3:22 - loss: 0.0617 - dice_coefficient: 0.9509
Epoch 24: loss did not improve from 0.01867
 47/400 [==>...........................] - ETA: 3:21 - loss: 0.0614 - dice_coefficient: 0.9512
Epoch 24: loss did not improve from 0.01867
 48/400 [==>...........................] - ETA: 3:21 - loss: 0.0611 - dice_coefficient: 0.9517
Epoch 24: loss did not improve from 0.01867
 49/400 [==>...........................] - ETA: 3:20 - loss: 0.0602 - dice_coefficient: 0.9524
Epoch 24: loss did not improve from 0.01867
 50/400 [==>...........................] - ETA: 3:19 - loss: 0.0598 - dice_coefficient: 0.9530
Epoch 24: loss did not improve from 0.01867
 51/400 [==>...........................] - ETA: 3:19 - loss: 0.0588 - dice_coefficient: 0.9538
Epoch 24: loss did not improve from 0.01867
 52/400 [==>...........................] - ETA: 3:18 - loss: 0.0579 - dice_coefficient: 0.9544
Epoch 24: loss did not improve from 0.01867
 53/400 [==>...........................] - ETA: 3:18 - loss: 0.0726 - dice_coefficient: 0.9448
Epoch 24: loss did not improve from 0.01867
 54/400 [===>..........................] - ETA: 3:17 - loss: 0.0714 - dice_coefficient: 0.9457
Epoch 24: loss did not improve from 0.01867
 55/400 [===>..........................] - ETA: 3:16 - loss: 0.0708 - dice_coefficient: 0.9461
Epoch 24: loss did not improve from 0.01867
 56/400 [===>..........................] - ETA: 3:16 - loss: 0.0702 - dice_coefficient: 0.9465
Epoch 24: loss did not improve from 0.01867
 57/400 [===>..........................] - ETA: 3:15 - loss: 0.0694 - dice_coefficient: 0.9471
Epoch 24: loss did not improve from 0.01867
 58/400 [===>..........................] - ETA: 3:15 - loss: 0.0701 - dice_coefficient: 0.9462
Epoch 24: loss did not improve from 0.01867
 59/400 [===>..........................] - ETA: 3:14 - loss: 0.0740 - dice_coefficient: 0.9428
Epoch 24: loss did not improve from 0.01867
 60/400 [===>..........................] - ETA: 3:14 - loss: 0.0737 - dice_coefficient: 0.9431
Epoch 24: loss did not improve from 0.01867
 61/400 [===>..........................] - ETA: 3:13 - loss: 0.0728 - dice_coefficient: 0.9438
Epoch 24: loss did not improve from 0.01867
 62/400 [===>..........................] - ETA: 3:12 - loss: 0.0721 - dice_coefficient: 0.9443
Epoch 24: loss did not improve from 0.01867
 63/400 [===>..........................] - ETA: 3:12 - loss: 0.0715 - dice_coefficient: 0.9448
Epoch 24: loss did not improve from 0.01867
 64/400 [===>..........................] - ETA: 3:11 - loss: 0.0720 - dice_coefficient: 0.9443
Epoch 24: loss did not improve from 0.01867
 65/400 [===>..........................] - ETA: 3:11 - loss: 0.0716 - dice_coefficient: 0.9446
Epoch 24: loss did not improve from 0.01867
 66/400 [===>..........................] - ETA: 3:10 - loss: 0.0716 - dice_coefficient: 0.9449
Epoch 24: loss did not improve from 0.01867
 67/400 [====>.........................] - ETA: 3:10 - loss: 0.0712 - dice_coefficient: 0.9451
Epoch 24: loss did not improve from 0.01867
 68/400 [====>.........................] - ETA: 3:09 - loss: 0.0708 - dice_coefficient: 0.9454
Epoch 24: loss did not improve from 0.01867
 69/400 [====>.........................] - ETA: 3:09 - loss: 0.0702 - dice_coefficient: 0.9458
Epoch 24: loss did not improve from 0.01867
 70/400 [====>.........................] - ETA: 3:08 - loss: 0.0699 - dice_coefficient: 0.9462
Epoch 24: loss did not improve from 0.01867
 71/400 [====>.........................] - ETA: 3:07 - loss: 0.0720 - dice_coefficient: 0.9443
Epoch 24: loss did not improve from 0.01867
 72/400 [====>.........................] - ETA: 3:07 - loss: 0.0728 - dice_coefficient: 0.9435
Epoch 24: loss did not improve from 0.01867
 73/400 [====>.........................] - ETA: 3:06 - loss: 0.0726 - dice_coefficient: 0.9435
Epoch 24: loss did not improve from 0.01867
 74/400 [====>.........................] - ETA: 3:06 - loss: 0.0720 - dice_coefficient: 0.9440
Epoch 24: loss did not improve from 0.01867
 75/400 [====>.........................] - ETA: 3:05 - loss: 0.0715 - dice_coefficient: 0.9444
Epoch 24: loss did not improve from 0.01867
 76/400 [====>.........................] - ETA: 3:05 - loss: 0.0710 - dice_coefficient: 0.9447
Epoch 24: loss did not improve from 0.01867
 77/400 [====>.........................] - ETA: 3:04 - loss: 0.0704 - dice_coefficient: 0.9453
Epoch 24: loss did not improve from 0.01867
 78/400 [====>.........................] - ETA: 3:03 - loss: 0.0697 - dice_coefficient: 0.9457
Epoch 24: loss did not improve from 0.01867
 79/400 [====>.........................] - ETA: 3:03 - loss: 0.0704 - dice_coefficient: 0.9453
Epoch 24: loss did not improve from 0.01867
 80/400 [=====>........................] - ETA: 3:02 - loss: 0.0700 - dice_coefficient: 0.9455
Epoch 24: loss did not improve from 0.01867
 81/400 [=====>........................] - ETA: 3:02 - loss: 0.0693 - dice_coefficient: 0.9460
Epoch 24: loss did not improve from 0.01867
 82/400 [=====>........................] - ETA: 3:02 - loss: 0.0688 - dice_coefficient: 0.9464
Epoch 24: loss did not improve from 0.01867
 83/400 [=====>........................] - ETA: 3:01 - loss: 0.0682 - dice_coefficient: 0.9469
Epoch 24: loss did not improve from 0.01867
 84/400 [=====>........................] - ETA: 3:01 - loss: 0.0674 - dice_coefficient: 0.9475
Epoch 24: loss did not improve from 0.01867
 85/400 [=====>........................] - ETA: 3:00 - loss: 0.0670 - dice_coefficient: 0.9478
Epoch 24: loss did not improve from 0.01867
 86/400 [=====>........................] - ETA: 3:00 - loss: 0.0667 - dice_coefficient: 0.9480
Epoch 24: loss did not improve from 0.01867
 87/400 [=====>........................] - ETA: 2:59 - loss: 0.0668 - dice_coefficient: 0.9479
Epoch 24: loss did not improve from 0.01867
 88/400 [=====>........................] - ETA: 2:59 - loss: 0.0661 - dice_coefficient: 0.9484
Epoch 24: loss did not improve from 0.01867
 89/400 [=====>........................] - ETA: 2:58 - loss: 0.0682 - dice_coefficient: 0.9466
Epoch 24: loss did not improve from 0.01867
 90/400 [=====>........................] - ETA: 2:58 - loss: 0.0678 - dice_coefficient: 0.9469
Epoch 24: loss did not improve from 0.01867
 91/400 [=====>........................] - ETA: 2:57 - loss: 0.0673 - dice_coefficient: 0.9473
Epoch 24: loss did not improve from 0.01867
 92/400 [=====>........................] - ETA: 2:57 - loss: 0.0669 - dice_coefficient: 0.9477
Epoch 24: loss did not improve from 0.01867
 93/400 [=====>........................] - ETA: 2:56 - loss: 0.0669 - dice_coefficient: 0.9476
Epoch 24: loss did not improve from 0.01867
 94/400 [======>.......................] - ETA: 2:55 - loss: 0.0664 - dice_coefficient: 0.9480
Epoch 24: loss did not improve from 0.01867
 95/400 [======>.......................] - ETA: 2:55 - loss: 0.0658 - dice_coefficient: 0.9485
Epoch 24: loss did not improve from 0.01867
 96/400 [======>.......................] - ETA: 2:54 - loss: 0.0654 - dice_coefficient: 0.9488
Epoch 24: loss did not improve from 0.01867
 97/400 [======>.......................] - ETA: 2:54 - loss: 0.0650 - dice_coefficient: 0.9491
Epoch 24: loss did not improve from 0.01867
 98/400 [======>.......................] - ETA: 2:53 - loss: 0.0652 - dice_coefficient: 0.9489
Epoch 24: loss did not improve from 0.01867
 99/400 [======>.......................] - ETA: 2:52 - loss: 0.0657 - dice_coefficient: 0.9486
Epoch 24: loss did not improve from 0.01867
100/400 [======>.......................] - ETA: 2:52 - loss: 0.0652 - dice_coefficient: 0.9490
Epoch 24: loss did not improve from 0.01867
101/400 [======>.......................] - ETA: 2:51 - loss: 0.0647 - dice_coefficient: 0.9494
Epoch 24: loss did not improve from 0.01867
102/400 [======>.......................] - ETA: 2:51 - loss: 0.0647 - dice_coefficient: 0.9493
Epoch 24: loss did not improve from 0.01867
103/400 [======>.......................] - ETA: 2:50 - loss: 0.0642 - dice_coefficient: 0.9497
Epoch 24: loss did not improve from 0.01867
104/400 [======>.......................] - ETA: 2:50 - loss: 0.0639 - dice_coefficient: 0.9500
Epoch 24: loss did not improve from 0.01867
105/400 [======>.......................] - ETA: 2:49 - loss: 0.0634 - dice_coefficient: 0.9504
Epoch 24: loss did not improve from 0.01867
106/400 [======>.......................] - ETA: 2:48 - loss: 0.0631 - dice_coefficient: 0.9505
Epoch 24: loss did not improve from 0.01867
107/400 [=======>......................] - ETA: 2:48 - loss: 0.0627 - dice_coefficient: 0.9509
Epoch 24: loss did not improve from 0.01867
108/400 [=======>......................] - ETA: 2:47 - loss: 0.0625 - dice_coefficient: 0.9511
Epoch 24: loss did not improve from 0.01867
109/400 [=======>......................] - ETA: 2:47 - loss: 0.0622 - dice_coefficient: 0.9513
Epoch 24: loss did not improve from 0.01867
110/400 [=======>......................] - ETA: 2:46 - loss: 0.0618 - dice_coefficient: 0.9516
Epoch 24: loss did not improve from 0.01867
111/400 [=======>......................] - ETA: 2:45 - loss: 0.0615 - dice_coefficient: 0.9519
Epoch 24: loss did not improve from 0.01867
112/400 [=======>......................] - ETA: 2:45 - loss: 0.0611 - dice_coefficient: 0.9522
Epoch 24: loss did not improve from 0.01867
113/400 [=======>......................] - ETA: 2:44 - loss: 0.0608 - dice_coefficient: 0.9525
Epoch 24: loss did not improve from 0.01867
114/400 [=======>......................] - ETA: 2:44 - loss: 0.0605 - dice_coefficient: 0.9527
Epoch 24: loss did not improve from 0.01867
115/400 [=======>......................] - ETA: 2:43 - loss: 0.0609 - dice_coefficient: 0.9523
Epoch 24: loss did not improve from 0.01867
116/400 [=======>......................] - ETA: 2:43 - loss: 0.0610 - dice_coefficient: 0.9522
Epoch 24: loss did not improve from 0.01867
117/400 [=======>......................] - ETA: 2:42 - loss: 0.0611 - dice_coefficient: 0.9521
Epoch 24: loss did not improve from 0.01867
118/400 [=======>......................] - ETA: 2:41 - loss: 0.0613 - dice_coefficient: 0.9518
Epoch 24: loss did not improve from 0.01867
119/400 [=======>......................] - ETA: 2:41 - loss: 0.0611 - dice_coefficient: 0.9519
Epoch 24: loss did not improve from 0.01867
120/400 [========>.....................] - ETA: 2:40 - loss: 0.0609 - dice_coefficient: 0.9522
Epoch 24: loss did not improve from 0.01867
121/400 [========>.....................] - ETA: 2:40 - loss: 0.0607 - dice_coefficient: 0.9524
Epoch 24: loss did not improve from 0.01867
122/400 [========>.....................] - ETA: 2:39 - loss: 0.0607 - dice_coefficient: 0.9524
Epoch 24: loss did not improve from 0.01867
123/400 [========>.....................] - ETA: 2:38 - loss: 0.0605 - dice_coefficient: 0.9525
Epoch 24: loss did not improve from 0.01867
124/400 [========>.....................] - ETA: 2:38 - loss: 0.0601 - dice_coefficient: 0.9528
Epoch 24: loss did not improve from 0.01867
125/400 [========>.....................] - ETA: 2:37 - loss: 0.0598 - dice_coefficient: 0.9531
Epoch 24: loss did not improve from 0.01867
126/400 [========>.....................] - ETA: 2:37 - loss: 0.0599 - dice_coefficient: 0.9529
Epoch 24: loss did not improve from 0.01867
127/400 [========>.....................] - ETA: 2:36 - loss: 0.0597 - dice_coefficient: 0.9531
Epoch 24: loss did not improve from 0.01867
128/400 [========>.....................] - ETA: 2:36 - loss: 0.0595 - dice_coefficient: 0.9533
Epoch 24: loss did not improve from 0.01867
129/400 [========>.....................] - ETA: 2:35 - loss: 0.0593 - dice_coefficient: 0.9535
Epoch 24: loss did not improve from 0.01867
130/400 [========>.....................] - ETA: 2:34 - loss: 0.0592 - dice_coefficient: 0.9535
Epoch 24: loss did not improve from 0.01867
131/400 [========>.....................] - ETA: 2:34 - loss: 0.0591 - dice_coefficient: 0.9535
Epoch 24: loss did not improve from 0.01867
132/400 [========>.....................] - ETA: 2:33 - loss: 0.0588 - dice_coefficient: 0.9537
Epoch 24: loss did not improve from 0.01867
133/400 [========>.....................] - ETA: 2:33 - loss: 0.0586 - dice_coefficient: 0.9540
Epoch 24: loss did not improve from 0.01867
134/400 [=========>....................] - ETA: 2:32 - loss: 0.0584 - dice_coefficient: 0.9542
Epoch 24: loss did not improve from 0.01867
135/400 [=========>....................] - ETA: 2:31 - loss: 0.0583 - dice_coefficient: 0.9543
Epoch 24: loss did not improve from 0.01867
136/400 [=========>....................] - ETA: 2:31 - loss: 0.0580 - dice_coefficient: 0.9545
Epoch 24: loss did not improve from 0.01867
137/400 [=========>....................] - ETA: 2:30 - loss: 0.0578 - dice_coefficient: 0.9546
Epoch 24: loss did not improve from 0.01867
138/400 [=========>....................] - ETA: 2:30 - loss: 0.0576 - dice_coefficient: 0.9548
Epoch 24: loss did not improve from 0.01867
139/400 [=========>....................] - ETA: 2:29 - loss: 0.0574 - dice_coefficient: 0.9550
Epoch 24: loss did not improve from 0.01867
140/400 [=========>....................] - ETA: 2:29 - loss: 0.0573 - dice_coefficient: 0.9551
Epoch 24: loss did not improve from 0.01867
141/400 [=========>....................] - ETA: 2:28 - loss: 0.0570 - dice_coefficient: 0.9553
Epoch 24: loss did not improve from 0.01867
142/400 [=========>....................] - ETA: 2:28 - loss: 0.0567 - dice_coefficient: 0.9555
Epoch 24: loss did not improve from 0.01867
143/400 [=========>....................] - ETA: 2:27 - loss: 0.0570 - dice_coefficient: 0.9555
Epoch 24: loss did not improve from 0.01867
144/400 [=========>....................] - ETA: 2:27 - loss: 0.0569 - dice_coefficient: 0.9556
Epoch 24: loss did not improve from 0.01867
145/400 [=========>....................] - ETA: 2:26 - loss: 0.0567 - dice_coefficient: 0.9558
Epoch 24: loss did not improve from 0.01867
146/400 [=========>....................] - ETA: 2:25 - loss: 0.0572 - dice_coefficient: 0.9553
Epoch 24: loss did not improve from 0.01867
147/400 [==========>...................] - ETA: 2:25 - loss: 0.0570 - dice_coefficient: 0.9554
Epoch 24: loss did not improve from 0.01867
148/400 [==========>...................] - ETA: 2:24 - loss: 0.0567 - dice_coefficient: 0.9557
Epoch 24: loss did not improve from 0.01867
149/400 [==========>...................] - ETA: 2:24 - loss: 0.0565 - dice_coefficient: 0.9558
Epoch 24: loss did not improve from 0.01867
150/400 [==========>...................] - ETA: 2:23 - loss: 0.0568 - dice_coefficient: 0.9555
Epoch 24: loss did not improve from 0.01867
151/400 [==========>...................] - ETA: 2:23 - loss: 0.0565 - dice_coefficient: 0.9558
Epoch 24: loss did not improve from 0.01867
152/400 [==========>...................] - ETA: 2:22 - loss: 0.0586 - dice_coefficient: 0.9540
Epoch 24: loss did not improve from 0.01867
153/400 [==========>...................] - ETA: 2:22 - loss: 0.0583 - dice_coefficient: 0.9543
Epoch 24: loss did not improve from 0.01867
154/400 [==========>...................] - ETA: 2:21 - loss: 0.0583 - dice_coefficient: 0.9542
Epoch 24: loss did not improve from 0.01867
155/400 [==========>...................] - ETA: 2:21 - loss: 0.0580 - dice_coefficient: 0.9545
Epoch 24: loss did not improve from 0.01867
156/400 [==========>...................] - ETA: 2:20 - loss: 0.0610 - dice_coefficient: 0.9523
Epoch 24: loss did not improve from 0.01867
157/400 [==========>...................] - ETA: 2:19 - loss: 0.0609 - dice_coefficient: 0.9524
Epoch 24: loss did not improve from 0.01867
158/400 [==========>...................] - ETA: 2:19 - loss: 0.0606 - dice_coefficient: 0.9527
Epoch 24: loss did not improve from 0.01867
159/400 [==========>...................] - ETA: 2:18 - loss: 0.0605 - dice_coefficient: 0.9528
Epoch 24: loss did not improve from 0.01867
160/400 [===========>..................] - ETA: 2:18 - loss: 0.0603 - dice_coefficient: 0.9529
Epoch 24: loss did not improve from 0.01867
161/400 [===========>..................] - ETA: 2:17 - loss: 0.0601 - dice_coefficient: 0.9531
Epoch 24: loss did not improve from 0.01867
162/400 [===========>..................] - ETA: 2:16 - loss: 0.0600 - dice_coefficient: 0.9532
Epoch 24: loss did not improve from 0.01867
163/400 [===========>..................] - ETA: 2:16 - loss: 0.0601 - dice_coefficient: 0.9532
Epoch 24: loss did not improve from 0.01867
164/400 [===========>..................] - ETA: 2:15 - loss: 0.0598 - dice_coefficient: 0.9534
Epoch 24: loss did not improve from 0.01867
165/400 [===========>..................] - ETA: 2:15 - loss: 0.0596 - dice_coefficient: 0.9536
Epoch 24: loss did not improve from 0.01867
166/400 [===========>..................] - ETA: 2:14 - loss: 0.0594 - dice_coefficient: 0.9537
Epoch 24: loss did not improve from 0.01867
167/400 [===========>..................] - ETA: 2:14 - loss: 0.0595 - dice_coefficient: 0.9537
Epoch 24: loss did not improve from 0.01867
168/400 [===========>..................] - ETA: 2:13 - loss: 0.0593 - dice_coefficient: 0.9539
Epoch 24: loss did not improve from 0.01867
169/400 [===========>..................] - ETA: 2:12 - loss: 0.0595 - dice_coefficient: 0.9538
Epoch 24: loss did not improve from 0.01867
170/400 [===========>..................] - ETA: 2:12 - loss: 0.0596 - dice_coefficient: 0.9538
Epoch 24: loss did not improve from 0.01867
171/400 [===========>..................] - ETA: 2:11 - loss: 0.0597 - dice_coefficient: 0.9538
Epoch 24: loss did not improve from 0.01867
172/400 [===========>..................] - ETA: 2:11 - loss: 0.0601 - dice_coefficient: 0.9534
Epoch 24: loss did not improve from 0.01867
173/400 [===========>..................] - ETA: 2:10 - loss: 0.0598 - dice_coefficient: 0.9537
Epoch 24: loss did not improve from 0.01867
174/400 [============>.................] - ETA: 2:09 - loss: 0.0600 - dice_coefficient: 0.9536
Epoch 24: loss did not improve from 0.01867
175/400 [============>.................] - ETA: 2:09 - loss: 0.0597 - dice_coefficient: 0.9538
Epoch 24: loss did not improve from 0.01867
176/400 [============>.................] - ETA: 2:08 - loss: 0.0596 - dice_coefficient: 0.9540
Epoch 24: loss did not improve from 0.01867
177/400 [============>.................] - ETA: 2:08 - loss: 0.0594 - dice_coefficient: 0.9541
Epoch 24: loss did not improve from 0.01867
178/400 [============>.................] - ETA: 2:07 - loss: 0.0599 - dice_coefficient: 0.9537
Epoch 24: loss did not improve from 0.01867
179/400 [============>.................] - ETA: 2:07 - loss: 0.0596 - dice_coefficient: 0.9539
Epoch 24: loss did not improve from 0.01867
180/400 [============>.................] - ETA: 2:06 - loss: 0.0609 - dice_coefficient: 0.9528
Epoch 24: loss did not improve from 0.01867
181/400 [============>.................] - ETA: 2:05 - loss: 0.0616 - dice_coefficient: 0.9522
Epoch 24: loss did not improve from 0.01867
182/400 [============>.................] - ETA: 2:05 - loss: 0.0617 - dice_coefficient: 0.9520
Epoch 24: loss did not improve from 0.01867
183/400 [============>.................] - ETA: 2:04 - loss: 0.0616 - dice_coefficient: 0.9521
Epoch 24: loss did not improve from 0.01867
184/400 [============>.................] - ETA: 2:04 - loss: 0.1493 - dice_coefficient: 0.9470
Epoch 24: loss did not improve from 0.01867
185/400 [============>.................] - ETA: 2:03 - loss: 0.1486 - dice_coefficient: 0.9472
Epoch 24: loss did not improve from 0.01867
186/400 [============>.................] - ETA: 2:03 - loss: 0.1480 - dice_coefficient: 0.9473
Epoch 24: loss did not improve from 0.01867
187/400 [=============>................] - ETA: 2:02 - loss: 0.1475 - dice_coefficient: 0.9473
Epoch 24: loss did not improve from 0.01867
188/400 [=============>................] - ETA: 2:01 - loss: 0.1468 - dice_coefficient: 0.9475
Epoch 24: loss did not improve from 0.01867
189/400 [=============>................] - ETA: 2:01 - loss: 0.1462 - dice_coefficient: 0.9476
Epoch 24: loss did not improve from 0.01867
190/400 [=============>................] - ETA: 2:00 - loss: 0.1456 - dice_coefficient: 0.9478
Epoch 24: loss did not improve from 0.01867
191/400 [=============>................] - ETA: 2:00 - loss: 0.1449 - dice_coefficient: 0.9480
Epoch 24: loss did not improve from 0.01867
192/400 [=============>................] - ETA: 1:59 - loss: 0.1445 - dice_coefficient: 0.9480
Epoch 24: loss did not improve from 0.01867
193/400 [=============>................] - ETA: 1:59 - loss: 0.1438 - dice_coefficient: 0.9482
Epoch 24: loss did not improve from 0.01867
194/400 [=============>................] - ETA: 1:58 - loss: 0.1431 - dice_coefficient: 0.9485
Epoch 24: loss did not improve from 0.01867
195/400 [=============>................] - ETA: 1:57 - loss: 0.1426 - dice_coefficient: 0.9486
Epoch 24: loss did not improve from 0.01867
196/400 [=============>................] - ETA: 1:57 - loss: 0.1424 - dice_coefficient: 0.9484
Epoch 24: loss did not improve from 0.01867
197/400 [=============>................] - ETA: 1:56 - loss: 0.1424 - dice_coefficient: 0.9481
Epoch 24: loss did not improve from 0.01867
198/400 [=============>................] - ETA: 1:56 - loss: 0.1421 - dice_coefficient: 0.9479
Epoch 24: loss did not improve from 0.01867
199/400 [=============>................] - ETA: 1:55 - loss: 0.1415 - dice_coefficient: 0.9481
Epoch 24: loss did not improve from 0.01867
200/400 [==============>...............] - ETA: 1:55 - loss: 0.1410 - dice_coefficient: 0.9482
Epoch 24: loss did not improve from 0.01867
201/400 [==============>...............] - ETA: 1:54 - loss: 0.1405 - dice_coefficient: 0.9484
Epoch 24: loss did not improve from 0.01867
202/400 [==============>...............] - ETA: 1:53 - loss: 0.1401 - dice_coefficient: 0.9483
Epoch 24: loss did not improve from 0.01867
203/400 [==============>...............] - ETA: 1:53 - loss: 0.1395 - dice_coefficient: 0.9485
Epoch 24: loss did not improve from 0.01867
204/400 [==============>...............] - ETA: 1:52 - loss: 0.1402 - dice_coefficient: 0.9476
Epoch 24: loss did not improve from 0.01867
205/400 [==============>...............] - ETA: 1:52 - loss: 0.1397 - dice_coefficient: 0.9478
Epoch 24: loss did not improve from 0.01867
206/400 [==============>...............] - ETA: 1:51 - loss: 0.1391 - dice_coefficient: 0.9480
Epoch 24: loss did not improve from 0.01867
207/400 [==============>...............] - ETA: 1:51 - loss: 0.1385 - dice_coefficient: 0.9482
Epoch 24: loss did not improve from 0.01867
208/400 [==============>...............] - ETA: 1:50 - loss: 0.1378 - dice_coefficient: 0.9484
Epoch 24: loss did not improve from 0.01867
209/400 [==============>...............] - ETA: 1:49 - loss: 0.1373 - dice_coefficient: 0.9486
Epoch 24: loss did not improve from 0.01867
210/400 [==============>...............] - ETA: 1:49 - loss: 0.1368 - dice_coefficient: 0.9487
Epoch 24: loss did not improve from 0.01867
211/400 [==============>...............] - ETA: 1:48 - loss: 0.1364 - dice_coefficient: 0.9488
Epoch 24: loss did not improve from 0.01867
212/400 [==============>...............] - ETA: 1:48 - loss: 0.1358 - dice_coefficient: 0.9489
Epoch 24: loss did not improve from 0.01867
213/400 [==============>...............] - ETA: 1:47 - loss: 0.1354 - dice_coefficient: 0.9489
Epoch 24: loss did not improve from 0.01867
214/400 [===============>..............] - ETA: 1:47 - loss: 0.1349 - dice_coefficient: 0.9491
Epoch 24: loss did not improve from 0.01867
215/400 [===============>..............] - ETA: 1:46 - loss: 0.1344 - dice_coefficient: 0.9493
Epoch 24: loss did not improve from 0.01867
216/400 [===============>..............] - ETA: 1:45 - loss: 0.1340 - dice_coefficient: 0.9493
Epoch 24: loss did not improve from 0.01867
217/400 [===============>..............] - ETA: 1:45 - loss: 0.1335 - dice_coefficient: 0.9495
Epoch 24: loss did not improve from 0.01867
218/400 [===============>..............] - ETA: 1:44 - loss: 0.1330 - dice_coefficient: 0.9496
Epoch 24: loss did not improve from 0.01867
219/400 [===============>..............] - ETA: 1:44 - loss: 0.1325 - dice_coefficient: 0.9497
Epoch 24: loss did not improve from 0.01867
220/400 [===============>..............] - ETA: 1:43 - loss: 0.1321 - dice_coefficient: 0.9498
Epoch 24: loss did not improve from 0.01867
221/400 [===============>..............] - ETA: 1:42 - loss: 0.1316 - dice_coefficient: 0.9500
Epoch 24: loss did not improve from 0.01867
222/400 [===============>..............] - ETA: 1:42 - loss: 0.1312 - dice_coefficient: 0.9500
Epoch 24: loss did not improve from 0.01867
223/400 [===============>..............] - ETA: 1:41 - loss: 0.1308 - dice_coefficient: 0.9502
Epoch 24: loss did not improve from 0.01867
224/400 [===============>..............] - ETA: 1:41 - loss: 0.1303 - dice_coefficient: 0.9503
Epoch 24: loss did not improve from 0.01867
225/400 [===============>..............] - ETA: 1:40 - loss: 0.1299 - dice_coefficient: 0.9504
Epoch 24: loss did not improve from 0.01867
226/400 [===============>..............] - ETA: 1:40 - loss: 0.1303 - dice_coefficient: 0.9498
Epoch 24: loss did not improve from 0.01867
227/400 [================>.............] - ETA: 1:39 - loss: 0.1299 - dice_coefficient: 0.9498
Epoch 24: loss did not improve from 0.01867
228/400 [================>.............] - ETA: 1:38 - loss: 0.1295 - dice_coefficient: 0.9500
Epoch 24: loss did not improve from 0.01867
229/400 [================>.............] - ETA: 1:38 - loss: 0.1292 - dice_coefficient: 0.9499
Epoch 24: loss did not improve from 0.01867
230/400 [================>.............] - ETA: 1:37 - loss: 0.1288 - dice_coefficient: 0.9500
Epoch 24: loss did not improve from 0.01867
231/400 [================>.............] - ETA: 1:37 - loss: 0.1284 - dice_coefficient: 0.9501
Epoch 24: loss did not improve from 0.01867
232/400 [================>.............] - ETA: 1:36 - loss: 0.1280 - dice_coefficient: 0.9502
Epoch 24: loss did not improve from 0.01867
233/400 [================>.............] - ETA: 1:36 - loss: 0.1275 - dice_coefficient: 0.9504
Epoch 24: loss did not improve from 0.01867
234/400 [================>.............] - ETA: 1:35 - loss: 0.1271 - dice_coefficient: 0.9505
Epoch 24: loss did not improve from 0.01867
235/400 [================>.............] - ETA: 1:34 - loss: 0.1267 - dice_coefficient: 0.9506
Epoch 24: loss did not improve from 0.01867
236/400 [================>.............] - ETA: 1:34 - loss: 0.1263 - dice_coefficient: 0.9507
Epoch 24: loss did not improve from 0.01867
237/400 [================>.............] - ETA: 1:33 - loss: 0.1258 - dice_coefficient: 0.9508
Epoch 24: loss did not improve from 0.01867
238/400 [================>.............] - ETA: 1:33 - loss: 0.1255 - dice_coefficient: 0.9509
Epoch 24: loss did not improve from 0.01867
239/400 [================>.............] - ETA: 1:32 - loss: 0.1250 - dice_coefficient: 0.9510
Epoch 24: loss did not improve from 0.01867
240/400 [=================>............] - ETA: 1:32 - loss: 0.1249 - dice_coefficient: 0.9508
Epoch 24: loss did not improve from 0.01867
241/400 [=================>............] - ETA: 1:31 - loss: 0.1246 - dice_coefficient: 0.9509
Epoch 24: loss did not improve from 0.01867
242/400 [=================>............] - ETA: 1:30 - loss: 0.1243 - dice_coefficient: 0.9509
Epoch 24: loss did not improve from 0.01867
243/400 [=================>............] - ETA: 1:30 - loss: 0.1239 - dice_coefficient: 0.9510
Epoch 24: loss did not improve from 0.01867
244/400 [=================>............] - ETA: 1:29 - loss: 0.1240 - dice_coefficient: 0.9507
Epoch 24: loss did not improve from 0.01867
245/400 [=================>............] - ETA: 1:29 - loss: 0.1236 - dice_coefficient: 0.9508
Epoch 24: loss did not improve from 0.01867
246/400 [=================>............] - ETA: 1:28 - loss: 0.1232 - dice_coefficient: 0.9510
Epoch 24: loss did not improve from 0.01867
247/400 [=================>............] - ETA: 1:27 - loss: 0.1230 - dice_coefficient: 0.9510
Epoch 24: loss did not improve from 0.01867
248/400 [=================>............] - ETA: 1:27 - loss: 0.1227 - dice_coefficient: 0.9511
Epoch 24: loss did not improve from 0.01867
249/400 [=================>............] - ETA: 1:26 - loss: 0.1223 - dice_coefficient: 0.9513
Epoch 24: loss did not improve from 0.01867
250/400 [=================>............] - ETA: 1:26 - loss: 0.1220 - dice_coefficient: 0.9513
Epoch 24: loss did not improve from 0.01867
251/400 [=================>............] - ETA: 1:25 - loss: 0.1216 - dice_coefficient: 0.9514
Epoch 24: loss did not improve from 0.01867
252/400 [=================>............] - ETA: 1:25 - loss: 0.1212 - dice_coefficient: 0.9515
Epoch 24: loss did not improve from 0.01867
253/400 [=================>............] - ETA: 1:24 - loss: 0.1216 - dice_coefficient: 0.9509
Epoch 24: loss did not improve from 0.01867
254/400 [==================>...........] - ETA: 1:23 - loss: 0.1212 - dice_coefficient: 0.9511
Epoch 24: loss did not improve from 0.01867
255/400 [==================>...........] - ETA: 1:23 - loss: 0.1208 - dice_coefficient: 0.9512
Epoch 24: loss did not improve from 0.01867
256/400 [==================>...........] - ETA: 1:22 - loss: 0.1204 - dice_coefficient: 0.9514
Epoch 24: loss did not improve from 0.01867
257/400 [==================>...........] - ETA: 1:22 - loss: 0.1200 - dice_coefficient: 0.9515
Epoch 24: loss did not improve from 0.01867
258/400 [==================>...........] - ETA: 1:21 - loss: 0.1197 - dice_coefficient: 0.9515
Epoch 24: loss did not improve from 0.01867
259/400 [==================>...........] - ETA: 1:21 - loss: 0.1198 - dice_coefficient: 0.9513
Epoch 24: loss did not improve from 0.01867
260/400 [==================>...........] - ETA: 1:20 - loss: 0.1195 - dice_coefficient: 0.9513
Epoch 24: loss did not improve from 0.01867
261/400 [==================>...........] - ETA: 1:19 - loss: 0.1191 - dice_coefficient: 0.9514
Epoch 24: loss did not improve from 0.01867
262/400 [==================>...........] - ETA: 1:19 - loss: 0.1188 - dice_coefficient: 0.9516
Epoch 24: loss did not improve from 0.01867
263/400 [==================>...........] - ETA: 1:18 - loss: 0.1184 - dice_coefficient: 0.9517
Epoch 24: loss did not improve from 0.01867
264/400 [==================>...........] - ETA: 1:18 - loss: 0.1183 - dice_coefficient: 0.9516
Epoch 24: loss did not improve from 0.01867
265/400 [==================>...........] - ETA: 1:17 - loss: 0.1179 - dice_coefficient: 0.9517
Epoch 24: loss did not improve from 0.01867
266/400 [==================>...........] - ETA: 1:17 - loss: 0.1176 - dice_coefficient: 0.9518
Epoch 24: loss did not improve from 0.01867
267/400 [===================>..........] - ETA: 1:16 - loss: 0.1172 - dice_coefficient: 0.9520
Epoch 24: loss did not improve from 0.01867
268/400 [===================>..........] - ETA: 1:15 - loss: 0.1169 - dice_coefficient: 0.9520
Epoch 24: loss did not improve from 0.01867
269/400 [===================>..........] - ETA: 1:15 - loss: 0.1195 - dice_coefficient: 0.9502
Epoch 24: loss did not improve from 0.01867
270/400 [===================>..........] - ETA: 1:14 - loss: 0.1191 - dice_coefficient: 0.9504
Epoch 24: loss did not improve from 0.01867
271/400 [===================>..........] - ETA: 1:14 - loss: 0.1187 - dice_coefficient: 0.9506
Epoch 24: loss did not improve from 0.01867
272/400 [===================>..........] - ETA: 1:13 - loss: 0.1184 - dice_coefficient: 0.9506
Epoch 24: loss did not improve from 0.01867
273/400 [===================>..........] - ETA: 1:13 - loss: 0.1183 - dice_coefficient: 0.9506
Epoch 24: loss did not improve from 0.01867
274/400 [===================>..........] - ETA: 1:12 - loss: 0.1179 - dice_coefficient: 0.9507
Epoch 24: loss did not improve from 0.01867
275/400 [===================>..........] - ETA: 1:11 - loss: 0.1177 - dice_coefficient: 0.9507
Epoch 24: loss did not improve from 0.01867
276/400 [===================>..........] - ETA: 1:11 - loss: 0.1175 - dice_coefficient: 0.9507
Epoch 24: loss did not improve from 0.01867
277/400 [===================>..........] - ETA: 1:10 - loss: 0.1172 - dice_coefficient: 0.9507
Epoch 24: loss did not improve from 0.01867
278/400 [===================>..........] - ETA: 1:10 - loss: 0.1169 - dice_coefficient: 0.9508
Epoch 24: loss did not improve from 0.01867
279/400 [===================>..........] - ETA: 1:09 - loss: 0.1165 - dice_coefficient: 0.9510
Epoch 24: loss did not improve from 0.01867
280/400 [====================>.........] - ETA: 1:09 - loss: 0.1163 - dice_coefficient: 0.9510
Epoch 24: loss did not improve from 0.01867
281/400 [====================>.........] - ETA: 1:08 - loss: 0.1161 - dice_coefficient: 0.9509
Epoch 24: loss did not improve from 0.01867
282/400 [====================>.........] - ETA: 1:07 - loss: 0.1160 - dice_coefficient: 0.9509
Epoch 24: loss did not improve from 0.01867
283/400 [====================>.........] - ETA: 1:07 - loss: 0.1158 - dice_coefficient: 0.9509
Epoch 24: loss did not improve from 0.01867
284/400 [====================>.........] - ETA: 1:06 - loss: 0.1155 - dice_coefficient: 0.9510
Epoch 24: loss did not improve from 0.01867
285/400 [====================>.........] - ETA: 1:06 - loss: 0.1153 - dice_coefficient: 0.9510
Epoch 24: loss did not improve from 0.01867
286/400 [====================>.........] - ETA: 1:05 - loss: 0.1150 - dice_coefficient: 0.9511
Epoch 24: loss did not improve from 0.01867
287/400 [====================>.........] - ETA: 1:04 - loss: 0.1147 - dice_coefficient: 0.9512
Epoch 24: loss did not improve from 0.01867
288/400 [====================>.........] - ETA: 1:04 - loss: 0.1144 - dice_coefficient: 0.9513
Epoch 24: loss did not improve from 0.01867
289/400 [====================>.........] - ETA: 1:03 - loss: 0.1142 - dice_coefficient: 0.9513
Epoch 24: loss did not improve from 0.01867
290/400 [====================>.........] - ETA: 1:03 - loss: 0.1139 - dice_coefficient: 0.9514
Epoch 24: loss did not improve from 0.01867
291/400 [====================>.........] - ETA: 1:02 - loss: 0.1136 - dice_coefficient: 0.9515
Epoch 24: loss did not improve from 0.01867
292/400 [====================>.........] - ETA: 1:02 - loss: 0.1133 - dice_coefficient: 0.9516
Epoch 24: loss did not improve from 0.01867
293/400 [====================>.........] - ETA: 1:01 - loss: 0.1130 - dice_coefficient: 0.9517
Epoch 24: loss did not improve from 0.01867
294/400 [=====================>........] - ETA: 1:00 - loss: 0.1131 - dice_coefficient: 0.9514
Epoch 24: loss did not improve from 0.01867
295/400 [=====================>........] - ETA: 1:00 - loss: 0.1129 - dice_coefficient: 0.9514
Epoch 24: loss did not improve from 0.01867
296/400 [=====================>........] - ETA: 59s - loss: 0.1126 - dice_coefficient: 0.9515 
Epoch 24: loss did not improve from 0.01867
297/400 [=====================>........] - ETA: 59s - loss: 0.1123 - dice_coefficient: 0.9516
Epoch 24: loss did not improve from 0.01867
298/400 [=====================>........] - ETA: 58s - loss: 0.1122 - dice_coefficient: 0.9515
Epoch 24: loss did not improve from 0.01867
299/400 [=====================>........] - ETA: 58s - loss: 0.1119 - dice_coefficient: 0.9517
Epoch 24: loss did not improve from 0.01867
300/400 [=====================>........] - ETA: 57s - loss: 0.1117 - dice_coefficient: 0.9517
Epoch 24: loss did not improve from 0.01867
301/400 [=====================>........] - ETA: 56s - loss: 0.1114 - dice_coefficient: 0.9518
Epoch 24: loss did not improve from 0.01867
302/400 [=====================>........] - ETA: 56s - loss: 0.1111 - dice_coefficient: 0.9519
Epoch 24: loss did not improve from 0.01867
303/400 [=====================>........] - ETA: 55s - loss: 0.1107 - dice_coefficient: 0.9520
Epoch 24: loss did not improve from 0.01867
304/400 [=====================>........] - ETA: 55s - loss: 0.1105 - dice_coefficient: 0.9521
Epoch 24: loss did not improve from 0.01867
305/400 [=====================>........] - ETA: 54s - loss: 0.1102 - dice_coefficient: 0.9522
Epoch 24: loss did not improve from 0.01867
306/400 [=====================>........] - ETA: 54s - loss: 0.1100 - dice_coefficient: 0.9523
Epoch 24: loss did not improve from 0.01867
307/400 [======================>.......] - ETA: 53s - loss: 0.1098 - dice_coefficient: 0.9523
Epoch 24: loss did not improve from 0.01867
308/400 [======================>.......] - ETA: 52s - loss: 0.1095 - dice_coefficient: 0.9524
Epoch 24: loss did not improve from 0.01867
309/400 [======================>.......] - ETA: 52s - loss: 0.1094 - dice_coefficient: 0.9523
Epoch 24: loss did not improve from 0.01867
310/400 [======================>.......] - ETA: 51s - loss: 0.1092 - dice_coefficient: 0.9524
Epoch 24: loss did not improve from 0.01867
311/400 [======================>.......] - ETA: 51s - loss: 0.1089 - dice_coefficient: 0.9525
Epoch 24: loss did not improve from 0.01867
312/400 [======================>.......] - ETA: 50s - loss: 0.1086 - dice_coefficient: 0.9526
Epoch 24: loss did not improve from 0.01867
313/400 [======================>.......] - ETA: 50s - loss: 0.1090 - dice_coefficient: 0.9521
Epoch 24: loss did not improve from 0.01867
314/400 [======================>.......] - ETA: 49s - loss: 0.1087 - dice_coefficient: 0.9523
Epoch 24: loss did not improve from 0.01867
315/400 [======================>.......] - ETA: 48s - loss: 0.1084 - dice_coefficient: 0.9524
Epoch 24: loss did not improve from 0.01867
316/400 [======================>.......] - ETA: 48s - loss: 0.1083 - dice_coefficient: 0.9523
Epoch 24: loss did not improve from 0.01867
317/400 [======================>.......] - ETA: 47s - loss: 0.1080 - dice_coefficient: 0.9524
Epoch 24: loss did not improve from 0.01867
318/400 [======================>.......] - ETA: 47s - loss: 0.1077 - dice_coefficient: 0.9525
Epoch 24: loss did not improve from 0.01867
319/400 [======================>.......] - ETA: 46s - loss: 0.1077 - dice_coefficient: 0.9525
Epoch 24: loss did not improve from 0.01867
320/400 [=======================>......] - ETA: 45s - loss: 0.1074 - dice_coefficient: 0.9525
Epoch 24: loss did not improve from 0.01867
321/400 [=======================>......] - ETA: 45s - loss: 0.1072 - dice_coefficient: 0.9526
Epoch 24: loss did not improve from 0.01867
322/400 [=======================>......] - ETA: 44s - loss: 0.1069 - dice_coefficient: 0.9527
Epoch 24: loss did not improve from 0.01867
323/400 [=======================>......] - ETA: 44s - loss: 0.1068 - dice_coefficient: 0.9526
Epoch 24: loss did not improve from 0.01867
324/400 [=======================>......] - ETA: 43s - loss: 0.1065 - dice_coefficient: 0.9527
Epoch 24: loss did not improve from 0.01867
325/400 [=======================>......] - ETA: 43s - loss: 0.1063 - dice_coefficient: 0.9528
Epoch 24: loss did not improve from 0.01867
326/400 [=======================>......] - ETA: 42s - loss: 0.1061 - dice_coefficient: 0.9529
Epoch 24: loss did not improve from 0.01867
327/400 [=======================>......] - ETA: 41s - loss: 0.1058 - dice_coefficient: 0.9530
Epoch 24: loss did not improve from 0.01867
328/400 [=======================>......] - ETA: 41s - loss: 0.1056 - dice_coefficient: 0.9531
Epoch 24: loss did not improve from 0.01867
329/400 [=======================>......] - ETA: 40s - loss: 0.1053 - dice_coefficient: 0.9531
Epoch 24: loss did not improve from 0.01867
330/400 [=======================>......] - ETA: 40s - loss: 0.1050 - dice_coefficient: 0.9532
Epoch 24: loss did not improve from 0.01867
331/400 [=======================>......] - ETA: 39s - loss: 0.1048 - dice_coefficient: 0.9533
Epoch 24: loss did not improve from 0.01867
332/400 [=======================>......] - ETA: 39s - loss: 0.1047 - dice_coefficient: 0.9534
Epoch 24: loss did not improve from 0.01867
333/400 [=======================>......] - ETA: 38s - loss: 0.1044 - dice_coefficient: 0.9535
Epoch 24: loss did not improve from 0.01867
334/400 [========================>.....] - ETA: 37s - loss: 0.1041 - dice_coefficient: 0.9536
Epoch 24: loss did not improve from 0.01867
335/400 [========================>.....] - ETA: 37s - loss: 0.1039 - dice_coefficient: 0.9537
Epoch 24: loss did not improve from 0.01867
336/400 [========================>.....] - ETA: 36s - loss: 0.1037 - dice_coefficient: 0.9537
Epoch 24: loss did not improve from 0.01867
337/400 [========================>.....] - ETA: 36s - loss: 0.1035 - dice_coefficient: 0.9537
Epoch 24: loss did not improve from 0.01867
338/400 [========================>.....] - ETA: 35s - loss: 0.1033 - dice_coefficient: 0.9538
Epoch 24: loss did not improve from 0.01867
339/400 [========================>.....] - ETA: 35s - loss: 0.1038 - dice_coefficient: 0.9533
Epoch 24: loss did not improve from 0.01867
340/400 [========================>.....] - ETA: 34s - loss: 0.1046 - dice_coefficient: 0.9526
Epoch 24: loss did not improve from 0.01867
341/400 [========================>.....] - ETA: 33s - loss: 0.1045 - dice_coefficient: 0.9526
Epoch 24: loss did not improve from 0.01867
342/400 [========================>.....] - ETA: 33s - loss: 0.1042 - dice_coefficient: 0.9527
Epoch 24: loss did not improve from 0.01867
343/400 [========================>.....] - ETA: 32s - loss: 0.1040 - dice_coefficient: 0.9528
Epoch 24: loss did not improve from 0.01867
344/400 [========================>.....] - ETA: 32s - loss: 0.1047 - dice_coefficient: 0.9521
Epoch 24: loss did not improve from 0.01867
345/400 [========================>.....] - ETA: 31s - loss: 0.1045 - dice_coefficient: 0.9522
Epoch 24: loss did not improve from 0.01867
346/400 [========================>.....] - ETA: 31s - loss: 0.1044 - dice_coefficient: 0.9522
Epoch 24: loss did not improve from 0.01867
347/400 [=========================>....] - ETA: 30s - loss: 0.1041 - dice_coefficient: 0.9523
Epoch 24: loss did not improve from 0.01867
348/400 [=========================>....] - ETA: 29s - loss: 0.1039 - dice_coefficient: 0.9524
Epoch 24: loss did not improve from 0.01867
349/400 [=========================>....] - ETA: 29s - loss: 0.1037 - dice_coefficient: 0.9525
Epoch 24: loss did not improve from 0.01867
350/400 [=========================>....] - ETA: 28s - loss: 0.1035 - dice_coefficient: 0.9526
Epoch 24: loss did not improve from 0.01867
351/400 [=========================>....] - ETA: 28s - loss: 0.1035 - dice_coefficient: 0.9524
Epoch 24: loss did not improve from 0.01867
352/400 [=========================>....] - ETA: 27s - loss: 0.1032 - dice_coefficient: 0.9525
Epoch 24: loss did not improve from 0.01867
353/400 [=========================>....] - ETA: 27s - loss: 0.1030 - dice_coefficient: 0.9526
Epoch 24: loss did not improve from 0.01867
354/400 [=========================>....] - ETA: 26s - loss: 0.1030 - dice_coefficient: 0.9525
Epoch 24: loss did not improve from 0.01867
355/400 [=========================>....] - ETA: 25s - loss: 0.1028 - dice_coefficient: 0.9526
Epoch 24: loss did not improve from 0.01867
356/400 [=========================>....] - ETA: 25s - loss: 0.1030 - dice_coefficient: 0.9523
Epoch 24: loss did not improve from 0.01867
357/400 [=========================>....] - ETA: 24s - loss: 0.1027 - dice_coefficient: 0.9524
Epoch 24: loss did not improve from 0.01867
358/400 [=========================>....] - ETA: 24s - loss: 0.1026 - dice_coefficient: 0.9525
Epoch 24: loss did not improve from 0.01867
359/400 [=========================>....] - ETA: 23s - loss: 0.1026 - dice_coefficient: 0.9523
Epoch 24: loss did not improve from 0.01867
360/400 [==========================>...] - ETA: 22s - loss: 0.1024 - dice_coefficient: 0.9524
Epoch 24: loss did not improve from 0.01867
361/400 [==========================>...] - ETA: 22s - loss: 0.1022 - dice_coefficient: 0.9525
Epoch 24: loss did not improve from 0.01867
362/400 [==========================>...] - ETA: 21s - loss: 0.1020 - dice_coefficient: 0.9526
Epoch 24: loss did not improve from 0.01867
363/400 [==========================>...] - ETA: 21s - loss: 0.1018 - dice_coefficient: 0.9527
Epoch 24: loss did not improve from 0.01867
364/400 [==========================>...] - ETA: 20s - loss: 0.1016 - dice_coefficient: 0.9527
Epoch 24: loss did not improve from 0.01867
365/400 [==========================>...] - ETA: 20s - loss: 0.1015 - dice_coefficient: 0.9527
Epoch 24: loss did not improve from 0.01867
366/400 [==========================>...] - ETA: 19s - loss: 0.1012 - dice_coefficient: 0.9528
Epoch 24: loss did not improve from 0.01867
367/400 [==========================>...] - ETA: 18s - loss: 0.1010 - dice_coefficient: 0.9529
Epoch 24: loss did not improve from 0.01867
368/400 [==========================>...] - ETA: 18s - loss: 0.1008 - dice_coefficient: 0.9530
Epoch 24: loss did not improve from 0.01867
369/400 [==========================>...] - ETA: 17s - loss: 0.1006 - dice_coefficient: 0.9531
Epoch 24: loss did not improve from 0.01867
370/400 [==========================>...] - ETA: 17s - loss: 0.1004 - dice_coefficient: 0.9532
Epoch 24: loss did not improve from 0.01867
371/400 [==========================>...] - ETA: 16s - loss: 0.1004 - dice_coefficient: 0.9532
Epoch 24: loss did not improve from 0.01867
372/400 [==========================>...] - ETA: 16s - loss: 0.1002 - dice_coefficient: 0.9532
Epoch 24: loss did not improve from 0.01867
373/400 [==========================>...] - ETA: 15s - loss: 0.1000 - dice_coefficient: 0.9533
Epoch 24: loss did not improve from 0.01867
374/400 [===========================>..] - ETA: 14s - loss: 0.0999 - dice_coefficient: 0.9533
Epoch 24: loss did not improve from 0.01867
375/400 [===========================>..] - ETA: 14s - loss: 0.0998 - dice_coefficient: 0.9533
Epoch 24: loss did not improve from 0.01867
376/400 [===========================>..] - ETA: 13s - loss: 0.0999 - dice_coefficient: 0.9531
Epoch 24: loss did not improve from 0.01867
377/400 [===========================>..] - ETA: 13s - loss: 0.0997 - dice_coefficient: 0.9532
Epoch 24: loss did not improve from 0.01867
378/400 [===========================>..] - ETA: 12s - loss: 0.0995 - dice_coefficient: 0.9533
Epoch 24: loss did not improve from 0.01867
379/400 [===========================>..] - ETA: 12s - loss: 0.0997 - dice_coefficient: 0.9530
Epoch 24: loss did not improve from 0.01867
380/400 [===========================>..] - ETA: 11s - loss: 0.0998 - dice_coefficient: 0.9528
Epoch 24: loss did not improve from 0.01867
381/400 [===========================>..] - ETA: 10s - loss: 0.0996 - dice_coefficient: 0.9529
Epoch 24: loss did not improve from 0.01867
382/400 [===========================>..] - ETA: 10s - loss: 0.0994 - dice_coefficient: 0.9529
Epoch 24: loss did not improve from 0.01867
383/400 [===========================>..] - ETA: 9s - loss: 0.0993 - dice_coefficient: 0.9530 
Epoch 24: loss did not improve from 0.01867
384/400 [===========================>..] - ETA: 9s - loss: 0.0991 - dice_coefficient: 0.9531
Epoch 24: loss did not improve from 0.01867
385/400 [===========================>..] - ETA: 8s - loss: 0.0990 - dice_coefficient: 0.9531
Epoch 24: loss did not improve from 0.01867
386/400 [===========================>..] - ETA: 8s - loss: 0.0988 - dice_coefficient: 0.9532
Epoch 24: loss did not improve from 0.01867
387/400 [============================>.] - ETA: 7s - loss: 0.0986 - dice_coefficient: 0.9532
Epoch 24: loss did not improve from 0.01867
388/400 [============================>.] - ETA: 6s - loss: 0.0986 - dice_coefficient: 0.9532
Epoch 24: loss did not improve from 0.01867
389/400 [============================>.] - ETA: 6s - loss: 0.0984 - dice_coefficient: 0.9533
Epoch 24: loss did not improve from 0.01867
390/400 [============================>.] - ETA: 5s - loss: 0.0982 - dice_coefficient: 0.9533
Epoch 24: loss did not improve from 0.01867
391/400 [============================>.] - ETA: 5s - loss: 0.0981 - dice_coefficient: 0.9533
Epoch 24: loss did not improve from 0.01867
392/400 [============================>.] - ETA: 4s - loss: 0.0979 - dice_coefficient: 0.9534
Epoch 24: loss did not improve from 0.01867
393/400 [============================>.] - ETA: 4s - loss: 0.0977 - dice_coefficient: 0.9535
Epoch 24: loss did not improve from 0.01867
394/400 [============================>.] - ETA: 3s - loss: 0.0975 - dice_coefficient: 0.9536
Epoch 24: loss did not improve from 0.01867
395/400 [============================>.] - ETA: 2s - loss: 0.0976 - dice_coefficient: 0.9534
Epoch 24: loss did not improve from 0.01867
396/400 [============================>.] - ETA: 2s - loss: 0.0976 - dice_coefficient: 0.9533
Epoch 24: loss did not improve from 0.01867
397/400 [============================>.] - ETA: 1s - loss: 0.0974 - dice_coefficient: 0.9534
Epoch 24: loss did not improve from 0.01867
398/400 [============================>.] - ETA: 1s - loss: 0.0972 - dice_coefficient: 0.9534
Epoch 24: loss did not improve from 0.01867
399/400 [============================>.] - ETA: 0s - loss: 0.0971 - dice_coefficient: 0.9534
Epoch 24: loss did not improve from 0.01867
400/400 [==============================] - ETA: 0s - loss: 0.0972 - dice_coefficient: 0.9533
Epoch 24: ReduceLROnPlateau reducing learning rate to 1e-06.
400/400 [==============================] - 231s 577ms/step - loss: 0.0972 - dice_coefficient: 0.9533 - val_loss: 0.7189 - val_dice_coefficient: 0.6644 - lr: 4.0000e-06
Epoch 25/30

Epoch 25: loss did not improve from 0.01867
  1/400 [..............................] - ETA: 3:39 - loss: 0.0402 - dice_coefficient: 0.9673
Epoch 25: loss did not improve from 0.01867
  2/400 [..............................] - ETA: 3:45 - loss: 0.0373 - dice_coefficient: 0.9730
Epoch 25: loss did not improve from 0.01867
  3/400 [..............................] - ETA: 3:48 - loss: 0.0870 - dice_coefficient: 0.9377
Epoch 25: loss did not improve from 0.01867
  4/400 [..............................] - ETA: 3:45 - loss: 0.0684 - dice_coefficient: 0.9507
Epoch 25: loss did not improve from 0.01867
  5/400 [..............................] - ETA: 3:45 - loss: 0.0599 - dice_coefficient: 0.9562
Epoch 25: loss did not improve from 0.01867
  6/400 [..............................] - ETA: 3:54 - loss: 0.0540 - dice_coefficient: 0.9613
Epoch 25: loss did not improve from 0.01867
  7/400 [..............................] - ETA: 3:54 - loss: 0.0496 - dice_coefficient: 0.9646
Epoch 25: loss did not improve from 0.01867
  8/400 [..............................] - ETA: 3:53 - loss: 0.0586 - dice_coefficient: 0.9560
Epoch 25: loss did not improve from 0.01867
  9/400 [..............................] - ETA: 3:52 - loss: 0.0547 - dice_coefficient: 0.9591
Epoch 25: loss did not improve from 0.01867
 10/400 [..............................] - ETA: 3:51 - loss: 0.0523 - dice_coefficient: 0.9616
Epoch 25: loss did not improve from 0.01867
 11/400 [..............................] - ETA: 3:50 - loss: 0.0517 - dice_coefficient: 0.9616
Epoch 25: loss did not improve from 0.01867
 12/400 [..............................] - ETA: 3:49 - loss: 0.0490 - dice_coefficient: 0.9634
Epoch 25: loss did not improve from 0.01867
 13/400 [..............................] - ETA: 3:49 - loss: 0.0473 - dice_coefficient: 0.9649
Epoch 25: loss did not improve from 0.01867
 14/400 [>.............................] - ETA: 3:48 - loss: 0.0467 - dice_coefficient: 0.9654
Epoch 25: loss did not improve from 0.01867
 15/400 [>.............................] - ETA: 3:47 - loss: 0.0465 - dice_coefficient: 0.9651
Epoch 25: loss did not improve from 0.01867
 16/400 [>.............................] - ETA: 3:46 - loss: 0.0449 - dice_coefficient: 0.9667
Epoch 25: loss did not improve from 0.01867
 17/400 [>.............................] - ETA: 3:45 - loss: 0.0431 - dice_coefficient: 0.9679
Epoch 25: loss did not improve from 0.01867
 18/400 [>.............................] - ETA: 3:44 - loss: 0.0415 - dice_coefficient: 0.9692
Epoch 25: loss did not improve from 0.01867
 19/400 [>.............................] - ETA: 3:43 - loss: 0.0414 - dice_coefficient: 0.9691
Epoch 25: loss did not improve from 0.01867
 20/400 [>.............................] - ETA: 3:43 - loss: 0.0476 - dice_coefficient: 0.9633
Epoch 25: loss did not improve from 0.01867
 21/400 [>.............................] - ETA: 3:42 - loss: 0.0466 - dice_coefficient: 0.9640
Epoch 25: loss did not improve from 0.01867
 22/400 [>.............................] - ETA: 3:41 - loss: 0.0459 - dice_coefficient: 0.9645
Epoch 25: loss did not improve from 0.01867
 23/400 [>.............................] - ETA: 3:40 - loss: 0.0444 - dice_coefficient: 0.9656
Epoch 25: loss did not improve from 0.01867
 24/400 [>.............................] - ETA: 3:40 - loss: 0.0430 - dice_coefficient: 0.9668
Epoch 25: loss did not improve from 0.01867
 25/400 [>.............................] - ETA: 3:39 - loss: 0.0427 - dice_coefficient: 0.9668
Epoch 25: loss did not improve from 0.01867
 26/400 [>.............................] - ETA: 3:38 - loss: 0.0417 - dice_coefficient: 0.9676
Epoch 25: loss did not improve from 0.01867
 27/400 [=>............................] - ETA: 3:37 - loss: 0.0427 - dice_coefficient: 0.9666
Epoch 25: loss did not improve from 0.01867
 28/400 [=>............................] - ETA: 3:37 - loss: 0.0417 - dice_coefficient: 0.9674
Epoch 25: loss did not improve from 0.01867
 29/400 [=>............................] - ETA: 3:36 - loss: 0.0410 - dice_coefficient: 0.9680
Epoch 25: loss did not improve from 0.01867
 30/400 [=>............................] - ETA: 3:35 - loss: 0.0416 - dice_coefficient: 0.9673
Epoch 25: loss did not improve from 0.01867
 31/400 [=>............................] - ETA: 3:35 - loss: 0.0416 - dice_coefficient: 0.9672
Epoch 25: loss did not improve from 0.01867
 32/400 [=>............................] - ETA: 3:34 - loss: 0.0425 - dice_coefficient: 0.9663
Epoch 25: loss did not improve from 0.01867
 33/400 [=>............................] - ETA: 3:33 - loss: 0.0431 - dice_coefficient: 0.9657
Epoch 25: loss did not improve from 0.01867
 34/400 [=>............................] - ETA: 3:33 - loss: 0.0423 - dice_coefficient: 0.9662
Epoch 25: loss did not improve from 0.01867
 35/400 [=>............................] - ETA: 3:32 - loss: 0.0413 - dice_coefficient: 0.9670
Epoch 25: loss did not improve from 0.01867
 36/400 [=>............................] - ETA: 3:31 - loss: 0.0428 - dice_coefficient: 0.9661
Epoch 25: loss did not improve from 0.01867
 37/400 [=>............................] - ETA: 3:31 - loss: 0.0497 - dice_coefficient: 0.9604
Epoch 25: loss did not improve from 0.01867
 38/400 [=>............................] - ETA: 3:30 - loss: 0.0499 - dice_coefficient: 0.9602
Epoch 25: loss did not improve from 0.01867
 39/400 [=>............................] - ETA: 3:29 - loss: 0.0503 - dice_coefficient: 0.9597
Epoch 25: loss did not improve from 0.01867
 40/400 [==>...........................] - ETA: 3:29 - loss: 0.0497 - dice_coefficient: 0.9604
Epoch 25: loss did not improve from 0.01867
 41/400 [==>...........................] - ETA: 3:28 - loss: 0.0488 - dice_coefficient: 0.9610
Epoch 25: loss did not improve from 0.01867
 42/400 [==>...........................] - ETA: 3:27 - loss: 0.0484 - dice_coefficient: 0.9615
Epoch 25: loss did not improve from 0.01867
 43/400 [==>...........................] - ETA: 3:27 - loss: 0.0601 - dice_coefficient: 0.9528
Epoch 25: loss did not improve from 0.01867
 44/400 [==>...........................] - ETA: 3:26 - loss: 0.0593 - dice_coefficient: 0.9535
Epoch 25: loss did not improve from 0.01867
 45/400 [==>...........................] - ETA: 3:25 - loss: 0.0587 - dice_coefficient: 0.9540
Epoch 25: loss did not improve from 0.01867
 46/400 [==>...........................] - ETA: 3:25 - loss: 0.0580 - dice_coefficient: 0.9547
Epoch 25: loss did not improve from 0.01867
 47/400 [==>...........................] - ETA: 3:24 - loss: 0.0584 - dice_coefficient: 0.9543
Epoch 25: loss did not improve from 0.01867
 48/400 [==>...........................] - ETA: 3:23 - loss: 0.0575 - dice_coefficient: 0.9551
Epoch 25: loss did not improve from 0.01867
 49/400 [==>...........................] - ETA: 3:23 - loss: 0.0596 - dice_coefficient: 0.9531
Epoch 25: loss did not improve from 0.01867
 50/400 [==>...........................] - ETA: 3:22 - loss: 0.0590 - dice_coefficient: 0.9537
Epoch 25: loss did not improve from 0.01867
 51/400 [==>...........................] - ETA: 3:22 - loss: 0.0584 - dice_coefficient: 0.9542
Epoch 25: loss did not improve from 0.01867
 52/400 [==>...........................] - ETA: 3:21 - loss: 0.0578 - dice_coefficient: 0.9548
Epoch 25: loss did not improve from 0.01867
 53/400 [==>...........................] - ETA: 3:20 - loss: 0.0667 - dice_coefficient: 0.9480
Epoch 25: loss did not improve from 0.01867
 54/400 [===>..........................] - ETA: 3:20 - loss: 0.0668 - dice_coefficient: 0.9479
Epoch 25: loss did not improve from 0.01867
 55/400 [===>..........................] - ETA: 3:19 - loss: 0.0661 - dice_coefficient: 0.9484
Epoch 25: loss did not improve from 0.01867
 56/400 [===>..........................] - ETA: 3:18 - loss: 0.0658 - dice_coefficient: 0.9489
Epoch 25: loss did not improve from 0.01867
 57/400 [===>..........................] - ETA: 3:18 - loss: 0.0670 - dice_coefficient: 0.9477
Epoch 25: loss did not improve from 0.01867
 58/400 [===>..........................] - ETA: 3:17 - loss: 0.0661 - dice_coefficient: 0.9484
Epoch 25: loss did not improve from 0.01867
 59/400 [===>..........................] - ETA: 3:17 - loss: 0.0663 - dice_coefficient: 0.9480
Epoch 25: loss did not improve from 0.01867
 60/400 [===>..........................] - ETA: 3:16 - loss: 0.0656 - dice_coefficient: 0.9486
Epoch 25: loss did not improve from 0.01867
 61/400 [===>..........................] - ETA: 3:15 - loss: 0.0648 - dice_coefficient: 0.9493
Epoch 25: loss did not improve from 0.01867
 62/400 [===>..........................] - ETA: 3:15 - loss: 0.0644 - dice_coefficient: 0.9496
Epoch 25: loss did not improve from 0.01867
 63/400 [===>..........................] - ETA: 3:14 - loss: 0.0638 - dice_coefficient: 0.9500
Epoch 25: loss did not improve from 0.01867
 64/400 [===>..........................] - ETA: 3:14 - loss: 0.0633 - dice_coefficient: 0.9505
Epoch 25: loss did not improve from 0.01867
 65/400 [===>..........................] - ETA: 3:13 - loss: 0.0668 - dice_coefficient: 0.9475
Epoch 25: loss did not improve from 0.01867
 66/400 [===>..........................] - ETA: 3:12 - loss: 0.0666 - dice_coefficient: 0.9479
Epoch 25: loss did not improve from 0.01867
 67/400 [====>.........................] - ETA: 3:12 - loss: 0.0665 - dice_coefficient: 0.9479
Epoch 25: loss did not improve from 0.01867
 68/400 [====>.........................] - ETA: 3:11 - loss: 0.0658 - dice_coefficient: 0.9485
Epoch 25: loss did not improve from 0.01867
 69/400 [====>.........................] - ETA: 3:10 - loss: 0.0650 - dice_coefficient: 0.9491
Epoch 25: loss did not improve from 0.01867
 70/400 [====>.........................] - ETA: 3:10 - loss: 0.0645 - dice_coefficient: 0.9496
Epoch 25: loss did not improve from 0.01867
 71/400 [====>.........................] - ETA: 3:09 - loss: 0.0641 - dice_coefficient: 0.9498
Epoch 25: loss did not improve from 0.01867
 72/400 [====>.........................] - ETA: 3:09 - loss: 0.0635 - dice_coefficient: 0.9503
Epoch 25: loss did not improve from 0.01867
 73/400 [====>.........................] - ETA: 3:08 - loss: 0.0637 - dice_coefficient: 0.9500
Epoch 25: loss did not improve from 0.01867
 74/400 [====>.........................] - ETA: 3:08 - loss: 0.0633 - dice_coefficient: 0.9505
Epoch 25: loss did not improve from 0.01867
 75/400 [====>.........................] - ETA: 3:07 - loss: 0.0642 - dice_coefficient: 0.9495
Epoch 25: loss did not improve from 0.01867
 76/400 [====>.........................] - ETA: 3:06 - loss: 0.0662 - dice_coefficient: 0.9477
Epoch 25: loss did not improve from 0.01867
 77/400 [====>.........................] - ETA: 3:06 - loss: 0.0662 - dice_coefficient: 0.9477
Epoch 25: loss did not improve from 0.01867
 78/400 [====>.........................] - ETA: 3:05 - loss: 0.0658 - dice_coefficient: 0.9480
Epoch 25: loss did not improve from 0.01867
 79/400 [====>.........................] - ETA: 3:05 - loss: 0.0655 - dice_coefficient: 0.9484
Epoch 25: loss did not improve from 0.01867
 80/400 [=====>........................] - ETA: 3:04 - loss: 0.0654 - dice_coefficient: 0.9483
Epoch 25: loss did not improve from 0.01867
 81/400 [=====>........................] - ETA: 3:04 - loss: 0.0653 - dice_coefficient: 0.9483
Epoch 25: loss did not improve from 0.01867
 82/400 [=====>........................] - ETA: 3:03 - loss: 0.0648 - dice_coefficient: 0.9487
Epoch 25: loss did not improve from 0.01867
 83/400 [=====>........................] - ETA: 3:02 - loss: 0.0643 - dice_coefficient: 0.9492
Epoch 25: loss did not improve from 0.01867
 84/400 [=====>........................] - ETA: 3:02 - loss: 0.0641 - dice_coefficient: 0.9493
Epoch 25: loss did not improve from 0.01867
 85/400 [=====>........................] - ETA: 3:01 - loss: 0.0636 - dice_coefficient: 0.9497
Epoch 25: loss did not improve from 0.01867
 86/400 [=====>........................] - ETA: 3:01 - loss: 0.0632 - dice_coefficient: 0.9500
Epoch 25: loss did not improve from 0.01867
 87/400 [=====>........................] - ETA: 3:00 - loss: 0.0631 - dice_coefficient: 0.9500
Epoch 25: loss did not improve from 0.01867
 88/400 [=====>........................] - ETA: 2:59 - loss: 0.0654 - dice_coefficient: 0.9480
Epoch 25: loss did not improve from 0.01867
 89/400 [=====>........................] - ETA: 2:59 - loss: 0.0649 - dice_coefficient: 0.9484
Epoch 25: loss did not improve from 0.01867
 90/400 [=====>........................] - ETA: 2:58 - loss: 0.0646 - dice_coefficient: 0.9486
Epoch 25: loss did not improve from 0.01867
 91/400 [=====>........................] - ETA: 2:58 - loss: 0.0642 - dice_coefficient: 0.9490
Epoch 25: loss did not improve from 0.01867
 92/400 [=====>........................] - ETA: 2:57 - loss: 0.0641 - dice_coefficient: 0.9490
Epoch 25: loss did not improve from 0.01867
 93/400 [=====>........................] - ETA: 2:56 - loss: 0.0669 - dice_coefficient: 0.9466
Epoch 25: loss did not improve from 0.01867
 94/400 [======>.......................] - ETA: 2:56 - loss: 0.0663 - dice_coefficient: 0.9471
Epoch 25: loss did not improve from 0.01867
 95/400 [======>.......................] - ETA: 2:55 - loss: 0.0658 - dice_coefficient: 0.9475
Epoch 25: loss did not improve from 0.01867
 96/400 [======>.......................] - ETA: 2:55 - loss: 0.0655 - dice_coefficient: 0.9478
Epoch 25: loss did not improve from 0.01867
 97/400 [======>.......................] - ETA: 2:54 - loss: 0.0653 - dice_coefficient: 0.9479
Epoch 25: loss did not improve from 0.01867
 98/400 [======>.......................] - ETA: 2:54 - loss: 0.0648 - dice_coefficient: 0.9483
Epoch 25: loss did not improve from 0.01867
 99/400 [======>.......................] - ETA: 2:53 - loss: 0.0649 - dice_coefficient: 0.9482
Epoch 25: loss did not improve from 0.01867
100/400 [======>.......................] - ETA: 2:52 - loss: 0.0644 - dice_coefficient: 0.9486
Epoch 25: loss did not improve from 0.01867
101/400 [======>.......................] - ETA: 2:52 - loss: 0.0663 - dice_coefficient: 0.9470
Epoch 25: loss did not improve from 0.01867
102/400 [======>.......................] - ETA: 2:51 - loss: 0.0658 - dice_coefficient: 0.9475
Epoch 25: loss did not improve from 0.01867
103/400 [======>.......................] - ETA: 2:51 - loss: 0.0655 - dice_coefficient: 0.9478
Epoch 25: loss did not improve from 0.01867
104/400 [======>.......................] - ETA: 2:50 - loss: 0.0652 - dice_coefficient: 0.9480
Epoch 25: loss did not improve from 0.01867
105/400 [======>.......................] - ETA: 2:49 - loss: 0.0647 - dice_coefficient: 0.9484
Epoch 25: loss did not improve from 0.01867
106/400 [======>.......................] - ETA: 2:49 - loss: 0.0661 - dice_coefficient: 0.9473
Epoch 25: loss did not improve from 0.01867
107/400 [=======>......................] - ETA: 2:48 - loss: 0.0665 - dice_coefficient: 0.9472
Epoch 25: loss did not improve from 0.01867
108/400 [=======>......................] - ETA: 2:48 - loss: 0.0660 - dice_coefficient: 0.9476
Epoch 25: loss did not improve from 0.01867
109/400 [=======>......................] - ETA: 2:47 - loss: 0.0656 - dice_coefficient: 0.9480
Epoch 25: loss did not improve from 0.01867
110/400 [=======>......................] - ETA: 2:47 - loss: 0.0651 - dice_coefficient: 0.9484
Epoch 25: loss did not improve from 0.01867
111/400 [=======>......................] - ETA: 2:46 - loss: 0.0647 - dice_coefficient: 0.9487
Epoch 25: loss did not improve from 0.01867
112/400 [=======>......................] - ETA: 2:45 - loss: 0.0644 - dice_coefficient: 0.9489
Epoch 25: loss did not improve from 0.01867
113/400 [=======>......................] - ETA: 2:45 - loss: 0.0647 - dice_coefficient: 0.9487
Epoch 25: loss did not improve from 0.01867
114/400 [=======>......................] - ETA: 2:44 - loss: 0.0644 - dice_coefficient: 0.9490
Epoch 25: loss did not improve from 0.01867
115/400 [=======>......................] - ETA: 2:44 - loss: 0.0639 - dice_coefficient: 0.9493
Epoch 25: loss did not improve from 0.01867
116/400 [=======>......................] - ETA: 2:43 - loss: 0.0635 - dice_coefficient: 0.9497
Epoch 25: loss did not improve from 0.01867
117/400 [=======>......................] - ETA: 2:43 - loss: 0.0631 - dice_coefficient: 0.9500
Epoch 25: loss did not improve from 0.01867
118/400 [=======>......................] - ETA: 2:42 - loss: 0.0628 - dice_coefficient: 0.9502
Epoch 25: loss did not improve from 0.01867
119/400 [=======>......................] - ETA: 2:41 - loss: 0.0625 - dice_coefficient: 0.9504
Epoch 25: loss did not improve from 0.01867
120/400 [========>.....................] - ETA: 2:41 - loss: 0.0622 - dice_coefficient: 0.9507
Epoch 25: loss did not improve from 0.01867
121/400 [========>.....................] - ETA: 2:40 - loss: 0.0620 - dice_coefficient: 0.9508
Epoch 25: loss did not improve from 0.01867
122/400 [========>.....................] - ETA: 2:40 - loss: 0.0618 - dice_coefficient: 0.9509
Epoch 25: loss did not improve from 0.01867
123/400 [========>.....................] - ETA: 2:39 - loss: 0.0620 - dice_coefficient: 0.9508
Epoch 25: loss did not improve from 0.01867
124/400 [========>.....................] - ETA: 2:39 - loss: 0.0617 - dice_coefficient: 0.9510
Epoch 25: loss did not improve from 0.01867
125/400 [========>.....................] - ETA: 2:38 - loss: 0.0614 - dice_coefficient: 0.9512
Epoch 25: loss did not improve from 0.01867
126/400 [========>.....................] - ETA: 2:37 - loss: 0.0611 - dice_coefficient: 0.9515
Epoch 25: loss did not improve from 0.01867
127/400 [========>.....................] - ETA: 2:37 - loss: 0.0615 - dice_coefficient: 0.9511
Epoch 25: loss did not improve from 0.01867
128/400 [========>.....................] - ETA: 2:36 - loss: 0.0611 - dice_coefficient: 0.9514
Epoch 25: loss did not improve from 0.01867
129/400 [========>.....................] - ETA: 2:36 - loss: 0.0607 - dice_coefficient: 0.9516
Epoch 25: loss did not improve from 0.01867
130/400 [========>.....................] - ETA: 2:35 - loss: 0.0605 - dice_coefficient: 0.9519
Epoch 25: loss did not improve from 0.01867
131/400 [========>.....................] - ETA: 2:34 - loss: 0.0601 - dice_coefficient: 0.9522
Epoch 25: loss did not improve from 0.01867
132/400 [========>.....................] - ETA: 2:34 - loss: 0.0598 - dice_coefficient: 0.9525
Epoch 25: loss did not improve from 0.01867
133/400 [========>.....................] - ETA: 2:33 - loss: 0.0594 - dice_coefficient: 0.9528
Epoch 25: loss did not improve from 0.01867
134/400 [=========>....................] - ETA: 2:33 - loss: 0.0592 - dice_coefficient: 0.9529
Epoch 25: loss did not improve from 0.01867
135/400 [=========>....................] - ETA: 2:32 - loss: 0.0599 - dice_coefficient: 0.9524
Epoch 25: loss did not improve from 0.01867
136/400 [=========>....................] - ETA: 2:31 - loss: 0.0601 - dice_coefficient: 0.9523
Epoch 25: loss did not improve from 0.01867
137/400 [=========>....................] - ETA: 2:31 - loss: 0.0603 - dice_coefficient: 0.9520
Epoch 25: loss did not improve from 0.01867
138/400 [=========>....................] - ETA: 2:30 - loss: 0.0600 - dice_coefficient: 0.9523
Epoch 25: loss did not improve from 0.01867
139/400 [=========>....................] - ETA: 2:30 - loss: 0.0598 - dice_coefficient: 0.9525
Epoch 25: loss did not improve from 0.01867
140/400 [=========>....................] - ETA: 2:29 - loss: 0.0596 - dice_coefficient: 0.9527
Epoch 25: loss did not improve from 0.01867
141/400 [=========>....................] - ETA: 2:29 - loss: 0.0593 - dice_coefficient: 0.9529
Epoch 25: loss did not improve from 0.01867
142/400 [=========>....................] - ETA: 2:28 - loss: 0.0596 - dice_coefficient: 0.9527
Epoch 25: loss did not improve from 0.01867
143/400 [=========>....................] - ETA: 2:27 - loss: 0.0593 - dice_coefficient: 0.9529
Epoch 25: loss did not improve from 0.01867
144/400 [=========>....................] - ETA: 2:27 - loss: 0.0594 - dice_coefficient: 0.9528
Epoch 25: loss did not improve from 0.01867
145/400 [=========>....................] - ETA: 2:26 - loss: 0.0595 - dice_coefficient: 0.9528
Epoch 25: loss did not improve from 0.01867
146/400 [=========>....................] - ETA: 2:26 - loss: 0.0594 - dice_coefficient: 0.9528
Epoch 25: loss did not improve from 0.01867
147/400 [==========>...................] - ETA: 2:25 - loss: 0.0591 - dice_coefficient: 0.9531
Epoch 25: loss did not improve from 0.01867
148/400 [==========>...................] - ETA: 2:25 - loss: 0.0592 - dice_coefficient: 0.9532
Epoch 25: loss did not improve from 0.01867
149/400 [==========>...................] - ETA: 2:24 - loss: 0.0589 - dice_coefficient: 0.9534
Epoch 25: loss did not improve from 0.01867
150/400 [==========>...................] - ETA: 2:23 - loss: 0.0622 - dice_coefficient: 0.9509
Epoch 25: loss did not improve from 0.01867
151/400 [==========>...................] - ETA: 2:23 - loss: 0.0618 - dice_coefficient: 0.9512
Epoch 25: loss did not improve from 0.01867
152/400 [==========>...................] - ETA: 2:22 - loss: 0.0619 - dice_coefficient: 0.9511
Epoch 25: loss did not improve from 0.01867
153/400 [==========>...................] - ETA: 2:22 - loss: 0.0616 - dice_coefficient: 0.9513
Epoch 25: loss did not improve from 0.01867
154/400 [==========>...................] - ETA: 2:21 - loss: 0.0615 - dice_coefficient: 0.9514
Epoch 25: loss did not improve from 0.01867
155/400 [==========>...................] - ETA: 2:20 - loss: 0.0614 - dice_coefficient: 0.9514
Epoch 25: loss did not improve from 0.01867
156/400 [==========>...................] - ETA: 2:20 - loss: 0.0612 - dice_coefficient: 0.9515
Epoch 25: loss did not improve from 0.01867
157/400 [==========>...................] - ETA: 2:19 - loss: 0.0611 - dice_coefficient: 0.9517
Epoch 25: loss did not improve from 0.01867
158/400 [==========>...................] - ETA: 2:19 - loss: 0.0608 - dice_coefficient: 0.9519
Epoch 25: loss did not improve from 0.01867
159/400 [==========>...................] - ETA: 2:18 - loss: 0.0605 - dice_coefficient: 0.9522
Epoch 25: loss did not improve from 0.01867
160/400 [===========>..................] - ETA: 2:18 - loss: 0.0602 - dice_coefficient: 0.9524
Epoch 25: loss did not improve from 0.01867
161/400 [===========>..................] - ETA: 2:17 - loss: 0.0599 - dice_coefficient: 0.9527
Epoch 25: loss did not improve from 0.01867
162/400 [===========>..................] - ETA: 2:16 - loss: 0.0603 - dice_coefficient: 0.9522
Epoch 25: loss did not improve from 0.01867
163/400 [===========>..................] - ETA: 2:16 - loss: 0.0601 - dice_coefficient: 0.9524
Epoch 25: loss did not improve from 0.01867
164/400 [===========>..................] - ETA: 2:15 - loss: 0.0599 - dice_coefficient: 0.9525
Epoch 25: loss did not improve from 0.01867
165/400 [===========>..................] - ETA: 2:15 - loss: 0.0598 - dice_coefficient: 0.9527
Epoch 25: loss did not improve from 0.01867
166/400 [===========>..................] - ETA: 2:14 - loss: 0.0595 - dice_coefficient: 0.9529
Epoch 25: loss did not improve from 0.01867
167/400 [===========>..................] - ETA: 2:13 - loss: 0.0593 - dice_coefficient: 0.9531
Epoch 25: loss did not improve from 0.01867
168/400 [===========>..................] - ETA: 2:13 - loss: 0.0592 - dice_coefficient: 0.9532
Epoch 25: loss did not improve from 0.01867
169/400 [===========>..................] - ETA: 2:12 - loss: 0.1545 - dice_coefficient: 0.9475
Epoch 25: loss did not improve from 0.01867
170/400 [===========>..................] - ETA: 2:12 - loss: 0.1539 - dice_coefficient: 0.9476
Epoch 25: loss did not improve from 0.01867
171/400 [===========>..................] - ETA: 2:11 - loss: 0.1532 - dice_coefficient: 0.9477
Epoch 25: loss did not improve from 0.01867
172/400 [===========>..................] - ETA: 2:11 - loss: 0.1525 - dice_coefficient: 0.9479
Epoch 25: loss did not improve from 0.01867
173/400 [===========>..................] - ETA: 2:10 - loss: 0.1517 - dice_coefficient: 0.9482
Epoch 25: loss did not improve from 0.01867
174/400 [============>.................] - ETA: 2:09 - loss: 0.1509 - dice_coefficient: 0.9484
Epoch 25: loss did not improve from 0.01867
175/400 [============>.................] - ETA: 2:09 - loss: 0.1502 - dice_coefficient: 0.9486
Epoch 25: loss did not improve from 0.01867
176/400 [============>.................] - ETA: 2:08 - loss: 0.1499 - dice_coefficient: 0.9484
Epoch 25: loss did not improve from 0.01867
177/400 [============>.................] - ETA: 2:08 - loss: 0.1491 - dice_coefficient: 0.9486
Epoch 25: loss did not improve from 0.01867
178/400 [============>.................] - ETA: 2:07 - loss: 0.1488 - dice_coefficient: 0.9485
Epoch 25: loss did not improve from 0.01867
179/400 [============>.................] - ETA: 2:07 - loss: 0.1481 - dice_coefficient: 0.9486
Epoch 25: loss did not improve from 0.01867
180/400 [============>.................] - ETA: 2:06 - loss: 0.1474 - dice_coefficient: 0.9488
Epoch 25: loss did not improve from 0.01867
181/400 [============>.................] - ETA: 2:05 - loss: 0.1468 - dice_coefficient: 0.9490
Epoch 25: loss did not improve from 0.01867
182/400 [============>.................] - ETA: 2:05 - loss: 0.1463 - dice_coefficient: 0.9490
Epoch 25: loss did not improve from 0.01867
183/400 [============>.................] - ETA: 2:04 - loss: 0.1456 - dice_coefficient: 0.9492
Epoch 25: loss did not improve from 0.01867
184/400 [============>.................] - ETA: 2:04 - loss: 0.1455 - dice_coefficient: 0.9489
Epoch 25: loss did not improve from 0.01867
185/400 [============>.................] - ETA: 2:03 - loss: 0.1452 - dice_coefficient: 0.9488
Epoch 25: loss did not improve from 0.01867
186/400 [============>.................] - ETA: 2:03 - loss: 0.1445 - dice_coefficient: 0.9490
Epoch 25: loss did not improve from 0.01867
187/400 [=============>................] - ETA: 2:02 - loss: 0.1440 - dice_coefficient: 0.9491
Epoch 25: loss did not improve from 0.01867
188/400 [=============>................] - ETA: 2:01 - loss: 0.1436 - dice_coefficient: 0.9490
Epoch 25: loss did not improve from 0.01867
189/400 [=============>................] - ETA: 2:01 - loss: 0.1430 - dice_coefficient: 0.9492
Epoch 25: loss did not improve from 0.01867
190/400 [=============>................] - ETA: 2:00 - loss: 0.1425 - dice_coefficient: 0.9493
Epoch 25: loss did not improve from 0.01867
191/400 [=============>................] - ETA: 2:00 - loss: 0.1422 - dice_coefficient: 0.9493
Epoch 25: loss did not improve from 0.01867
192/400 [=============>................] - ETA: 1:59 - loss: 0.1417 - dice_coefficient: 0.9494
Epoch 25: loss did not improve from 0.01867
193/400 [=============>................] - ETA: 1:58 - loss: 0.1411 - dice_coefficient: 0.9495
Epoch 25: loss did not improve from 0.01867
194/400 [=============>................] - ETA: 1:58 - loss: 0.1404 - dice_coefficient: 0.9498
Epoch 25: loss did not improve from 0.01867
195/400 [=============>................] - ETA: 1:57 - loss: 0.1397 - dice_coefficient: 0.9500
Epoch 25: loss did not improve from 0.01867
196/400 [=============>................] - ETA: 1:57 - loss: 0.1392 - dice_coefficient: 0.9501
Epoch 25: loss did not improve from 0.01867
197/400 [=============>................] - ETA: 1:56 - loss: 0.1386 - dice_coefficient: 0.9503
Epoch 25: loss did not improve from 0.01867
198/400 [=============>................] - ETA: 1:56 - loss: 0.1381 - dice_coefficient: 0.9504
Epoch 25: loss did not improve from 0.01867
199/400 [=============>................] - ETA: 1:55 - loss: 0.1376 - dice_coefficient: 0.9505
Epoch 25: loss did not improve from 0.01867
200/400 [==============>...............] - ETA: 1:54 - loss: 0.1370 - dice_coefficient: 0.9507
Epoch 25: loss did not improve from 0.01867
201/400 [==============>...............] - ETA: 1:54 - loss: 0.1364 - dice_coefficient: 0.9508
Epoch 25: loss did not improve from 0.01867
202/400 [==============>...............] - ETA: 1:53 - loss: 0.1358 - dice_coefficient: 0.9510
Epoch 25: loss did not improve from 0.01867
203/400 [==============>...............] - ETA: 1:53 - loss: 0.1356 - dice_coefficient: 0.9509
Epoch 25: loss did not improve from 0.01867
204/400 [==============>...............] - ETA: 1:52 - loss: 0.1353 - dice_coefficient: 0.9508
Epoch 25: loss did not improve from 0.01867
205/400 [==============>...............] - ETA: 1:52 - loss: 0.1347 - dice_coefficient: 0.9510
Epoch 25: loss did not improve from 0.01867
206/400 [==============>...............] - ETA: 1:51 - loss: 0.1341 - dice_coefficient: 0.9512
Epoch 25: loss did not improve from 0.01867
207/400 [==============>...............] - ETA: 1:50 - loss: 0.1335 - dice_coefficient: 0.9514
Epoch 25: loss did not improve from 0.01867
208/400 [==============>...............] - ETA: 1:50 - loss: 0.1329 - dice_coefficient: 0.9516
Epoch 25: loss did not improve from 0.01867
209/400 [==============>...............] - ETA: 1:49 - loss: 0.1326 - dice_coefficient: 0.9515
Epoch 25: loss did not improve from 0.01867
210/400 [==============>...............] - ETA: 1:49 - loss: 0.1321 - dice_coefficient: 0.9517
Epoch 25: loss did not improve from 0.01867
211/400 [==============>...............] - ETA: 1:48 - loss: 0.1315 - dice_coefficient: 0.9518
Epoch 25: loss did not improve from 0.01867
212/400 [==============>...............] - ETA: 1:48 - loss: 0.1311 - dice_coefficient: 0.9520
Epoch 25: loss did not improve from 0.01867
213/400 [==============>...............] - ETA: 1:47 - loss: 0.1307 - dice_coefficient: 0.9521
Epoch 25: loss did not improve from 0.01867
214/400 [===============>..............] - ETA: 1:46 - loss: 0.1302 - dice_coefficient: 0.9523
Epoch 25: loss did not improve from 0.01867
215/400 [===============>..............] - ETA: 1:46 - loss: 0.1296 - dice_coefficient: 0.9524
Epoch 25: loss did not improve from 0.01867
216/400 [===============>..............] - ETA: 1:45 - loss: 0.1322 - dice_coefficient: 0.9504
Epoch 25: loss did not improve from 0.01867
217/400 [===============>..............] - ETA: 1:45 - loss: 0.1316 - dice_coefficient: 0.9506
Epoch 25: loss did not improve from 0.01867
218/400 [===============>..............] - ETA: 1:44 - loss: 0.1316 - dice_coefficient: 0.9504
Epoch 25: loss did not improve from 0.01867
219/400 [===============>..............] - ETA: 1:44 - loss: 0.1311 - dice_coefficient: 0.9506
Epoch 25: loss did not improve from 0.01867
220/400 [===============>..............] - ETA: 1:43 - loss: 0.1307 - dice_coefficient: 0.9507
Epoch 25: loss did not improve from 0.01867
221/400 [===============>..............] - ETA: 1:42 - loss: 0.1304 - dice_coefficient: 0.9506
Epoch 25: loss did not improve from 0.01867
222/400 [===============>..............] - ETA: 1:42 - loss: 0.1299 - dice_coefficient: 0.9508
Epoch 25: loss did not improve from 0.01867
223/400 [===============>..............] - ETA: 1:41 - loss: 0.1295 - dice_coefficient: 0.9508
Epoch 25: loss did not improve from 0.01867
224/400 [===============>..............] - ETA: 1:41 - loss: 0.1298 - dice_coefficient: 0.9503
Epoch 25: loss did not improve from 0.01867
225/400 [===============>..............] - ETA: 1:40 - loss: 0.1294 - dice_coefficient: 0.9504
Epoch 25: loss did not improve from 0.01867
226/400 [===============>..............] - ETA: 1:40 - loss: 0.1289 - dice_coefficient: 0.9505
Epoch 25: loss did not improve from 0.01867
227/400 [================>.............] - ETA: 1:39 - loss: 0.1285 - dice_coefficient: 0.9506
Epoch 25: loss did not improve from 0.01867
228/400 [================>.............] - ETA: 1:38 - loss: 0.1280 - dice_coefficient: 0.9508
Epoch 25: loss did not improve from 0.01867
229/400 [================>.............] - ETA: 1:38 - loss: 0.1275 - dice_coefficient: 0.9509
Epoch 25: loss did not improve from 0.01867
230/400 [================>.............] - ETA: 1:37 - loss: 0.1270 - dice_coefficient: 0.9511
Epoch 25: loss did not improve from 0.01867
231/400 [================>.............] - ETA: 1:37 - loss: 0.1266 - dice_coefficient: 0.9512
Epoch 25: loss did not improve from 0.01867
232/400 [================>.............] - ETA: 1:36 - loss: 0.1261 - dice_coefficient: 0.9514
Epoch 25: loss did not improve from 0.01867
233/400 [================>.............] - ETA: 1:35 - loss: 0.1257 - dice_coefficient: 0.9515
Epoch 25: loss did not improve from 0.01867
234/400 [================>.............] - ETA: 1:35 - loss: 0.1255 - dice_coefficient: 0.9514
Epoch 25: loss did not improve from 0.01867
235/400 [================>.............] - ETA: 1:34 - loss: 0.1251 - dice_coefficient: 0.9515
Epoch 25: loss did not improve from 0.01867
236/400 [================>.............] - ETA: 1:34 - loss: 0.1250 - dice_coefficient: 0.9513
Epoch 25: loss did not improve from 0.01867
237/400 [================>.............] - ETA: 1:33 - loss: 0.1249 - dice_coefficient: 0.9514
Epoch 25: loss did not improve from 0.01867
238/400 [================>.............] - ETA: 1:33 - loss: 0.1245 - dice_coefficient: 0.9515
Epoch 25: loss did not improve from 0.01867
239/400 [================>.............] - ETA: 1:32 - loss: 0.1240 - dice_coefficient: 0.9516
Epoch 25: loss did not improve from 0.01867
240/400 [=================>............] - ETA: 1:31 - loss: 0.1237 - dice_coefficient: 0.9517
Epoch 25: loss did not improve from 0.01867
241/400 [=================>............] - ETA: 1:31 - loss: 0.1234 - dice_coefficient: 0.9518
Epoch 25: loss did not improve from 0.01867
242/400 [=================>............] - ETA: 1:30 - loss: 0.1230 - dice_coefficient: 0.9520
Epoch 25: loss did not improve from 0.01867
243/400 [=================>............] - ETA: 1:30 - loss: 0.1225 - dice_coefficient: 0.9521
Epoch 25: loss did not improve from 0.01867
244/400 [=================>............] - ETA: 1:29 - loss: 0.1221 - dice_coefficient: 0.9522
Epoch 25: loss did not improve from 0.01867
245/400 [=================>............] - ETA: 1:29 - loss: 0.1217 - dice_coefficient: 0.9524
Epoch 25: loss did not improve from 0.01867
246/400 [=================>............] - ETA: 1:28 - loss: 0.1213 - dice_coefficient: 0.9525
Epoch 25: loss did not improve from 0.01867
247/400 [=================>............] - ETA: 1:27 - loss: 0.1210 - dice_coefficient: 0.9525
Epoch 25: loss did not improve from 0.01867
248/400 [=================>............] - ETA: 1:27 - loss: 0.1206 - dice_coefficient: 0.9526
Epoch 25: loss did not improve from 0.01867
249/400 [=================>............] - ETA: 1:26 - loss: 0.1203 - dice_coefficient: 0.9526
Epoch 25: loss did not improve from 0.01867
250/400 [=================>............] - ETA: 1:26 - loss: 0.1199 - dice_coefficient: 0.9528
Epoch 25: loss did not improve from 0.01867
251/400 [=================>............] - ETA: 1:25 - loss: 0.1196 - dice_coefficient: 0.9528
Epoch 25: loss did not improve from 0.01867
252/400 [=================>............] - ETA: 1:25 - loss: 0.1195 - dice_coefficient: 0.9527
Epoch 25: loss did not improve from 0.01867
253/400 [=================>............] - ETA: 1:24 - loss: 0.1192 - dice_coefficient: 0.9527
Epoch 25: loss did not improve from 0.01867
254/400 [==================>...........] - ETA: 1:23 - loss: 0.1188 - dice_coefficient: 0.9529
Epoch 25: loss did not improve from 0.01867
255/400 [==================>...........] - ETA: 1:23 - loss: 0.1190 - dice_coefficient: 0.9524
Epoch 25: loss did not improve from 0.01867
256/400 [==================>...........] - ETA: 1:22 - loss: 0.1187 - dice_coefficient: 0.9525
Epoch 25: loss did not improve from 0.01867
257/400 [==================>...........] - ETA: 1:22 - loss: 0.1186 - dice_coefficient: 0.9525
Epoch 25: loss did not improve from 0.01867
258/400 [==================>...........] - ETA: 1:21 - loss: 0.1182 - dice_coefficient: 0.9526
Epoch 25: loss did not improve from 0.01867
259/400 [==================>...........] - ETA: 1:21 - loss: 0.1178 - dice_coefficient: 0.9527
Epoch 25: loss did not improve from 0.01867
260/400 [==================>...........] - ETA: 1:20 - loss: 0.1174 - dice_coefficient: 0.9528
Epoch 25: loss did not improve from 0.01867
261/400 [==================>...........] - ETA: 1:19 - loss: 0.1173 - dice_coefficient: 0.9528
Epoch 25: loss did not improve from 0.01867
262/400 [==================>...........] - ETA: 1:19 - loss: 0.1169 - dice_coefficient: 0.9528
Epoch 25: loss did not improve from 0.01867
263/400 [==================>...........] - ETA: 1:18 - loss: 0.1166 - dice_coefficient: 0.9530
Epoch 25: loss did not improve from 0.01867
264/400 [==================>...........] - ETA: 1:18 - loss: 0.1162 - dice_coefficient: 0.9531
Epoch 25: loss did not improve from 0.01867
265/400 [==================>...........] - ETA: 1:17 - loss: 0.1160 - dice_coefficient: 0.9531
Epoch 25: loss did not improve from 0.01867
266/400 [==================>...........] - ETA: 1:16 - loss: 0.1156 - dice_coefficient: 0.9532
Epoch 25: loss did not improve from 0.01867
267/400 [===================>..........] - ETA: 1:16 - loss: 0.1154 - dice_coefficient: 0.9532
Epoch 25: loss did not improve from 0.01867
268/400 [===================>..........] - ETA: 1:15 - loss: 0.1170 - dice_coefficient: 0.9521
Epoch 25: loss did not improve from 0.01867
269/400 [===================>..........] - ETA: 1:15 - loss: 0.1170 - dice_coefficient: 0.9519
Epoch 25: loss did not improve from 0.01867
270/400 [===================>..........] - ETA: 1:14 - loss: 0.1167 - dice_coefficient: 0.9520
Epoch 25: loss did not improve from 0.01867
271/400 [===================>..........] - ETA: 1:14 - loss: 0.1163 - dice_coefficient: 0.9521
Epoch 25: loss did not improve from 0.01867
272/400 [===================>..........] - ETA: 1:13 - loss: 0.1160 - dice_coefficient: 0.9522
Epoch 25: loss did not improve from 0.01867
273/400 [===================>..........] - ETA: 1:12 - loss: 0.1157 - dice_coefficient: 0.9523
Epoch 25: loss did not improve from 0.01867
274/400 [===================>..........] - ETA: 1:12 - loss: 0.1153 - dice_coefficient: 0.9524
Epoch 25: loss did not improve from 0.01867
275/400 [===================>..........] - ETA: 1:11 - loss: 0.1151 - dice_coefficient: 0.9525
Epoch 25: loss did not improve from 0.01867
276/400 [===================>..........] - ETA: 1:11 - loss: 0.1148 - dice_coefficient: 0.9526
Epoch 25: loss did not improve from 0.01867
277/400 [===================>..........] - ETA: 1:10 - loss: 0.1146 - dice_coefficient: 0.9525
Epoch 25: loss did not improve from 0.01867
278/400 [===================>..........] - ETA: 1:10 - loss: 0.1142 - dice_coefficient: 0.9526
Epoch 25: loss did not improve from 0.01867
279/400 [===================>..........] - ETA: 1:09 - loss: 0.1151 - dice_coefficient: 0.9518
Epoch 25: loss did not improve from 0.01867
280/400 [====================>.........] - ETA: 1:08 - loss: 0.1151 - dice_coefficient: 0.9518
Epoch 25: loss did not improve from 0.01867
281/400 [====================>.........] - ETA: 1:08 - loss: 0.1149 - dice_coefficient: 0.9518
Epoch 25: loss did not improve from 0.01867
282/400 [====================>.........] - ETA: 1:07 - loss: 0.1146 - dice_coefficient: 0.9519
Epoch 25: loss did not improve from 0.01867
283/400 [====================>.........] - ETA: 1:07 - loss: 0.1142 - dice_coefficient: 0.9520
Epoch 25: loss did not improve from 0.01867
284/400 [====================>.........] - ETA: 1:06 - loss: 0.1139 - dice_coefficient: 0.9521
Epoch 25: loss did not improve from 0.01867
285/400 [====================>.........] - ETA: 1:06 - loss: 0.1137 - dice_coefficient: 0.9521
Epoch 25: loss did not improve from 0.01867
286/400 [====================>.........] - ETA: 1:05 - loss: 0.1134 - dice_coefficient: 0.9522
Epoch 25: loss did not improve from 0.01867
287/400 [====================>.........] - ETA: 1:04 - loss: 0.1131 - dice_coefficient: 0.9523
Epoch 25: loss did not improve from 0.01867
288/400 [====================>.........] - ETA: 1:04 - loss: 0.1128 - dice_coefficient: 0.9524
Epoch 25: loss did not improve from 0.01867
289/400 [====================>.........] - ETA: 1:03 - loss: 0.1125 - dice_coefficient: 0.9524
Epoch 25: loss did not improve from 0.01867
290/400 [====================>.........] - ETA: 1:03 - loss: 0.1123 - dice_coefficient: 0.9525
Epoch 25: loss did not improve from 0.01867
291/400 [====================>.........] - ETA: 1:02 - loss: 0.1120 - dice_coefficient: 0.9525
Epoch 25: loss did not improve from 0.01867
292/400 [====================>.........] - ETA: 1:02 - loss: 0.1118 - dice_coefficient: 0.9526
Epoch 25: loss did not improve from 0.01867
293/400 [====================>.........] - ETA: 1:01 - loss: 0.1118 - dice_coefficient: 0.9526
Epoch 25: loss did not improve from 0.01867
294/400 [=====================>........] - ETA: 1:00 - loss: 0.1115 - dice_coefficient: 0.9527
Epoch 25: loss did not improve from 0.01867
295/400 [=====================>........] - ETA: 1:00 - loss: 0.1112 - dice_coefficient: 0.9528
Epoch 25: loss did not improve from 0.01867
296/400 [=====================>........] - ETA: 59s - loss: 0.1108 - dice_coefficient: 0.9529 
Epoch 25: loss did not improve from 0.01867
297/400 [=====================>........] - ETA: 59s - loss: 0.1106 - dice_coefficient: 0.9530
Epoch 25: loss did not improve from 0.01867
298/400 [=====================>........] - ETA: 58s - loss: 0.1103 - dice_coefficient: 0.9531
Epoch 25: loss did not improve from 0.01867
299/400 [=====================>........] - ETA: 58s - loss: 0.1101 - dice_coefficient: 0.9531
Epoch 25: loss did not improve from 0.01867
300/400 [=====================>........] - ETA: 57s - loss: 0.1099 - dice_coefficient: 0.9532
Epoch 25: loss did not improve from 0.01867
301/400 [=====================>........] - ETA: 56s - loss: 0.1097 - dice_coefficient: 0.9532
Epoch 25: loss did not improve from 0.01867
302/400 [=====================>........] - ETA: 56s - loss: 0.1094 - dice_coefficient: 0.9533
Epoch 25: loss did not improve from 0.01867
303/400 [=====================>........] - ETA: 55s - loss: 0.1104 - dice_coefficient: 0.9524
Epoch 25: loss did not improve from 0.01867
304/400 [=====================>........] - ETA: 55s - loss: 0.1101 - dice_coefficient: 0.9526
Epoch 25: loss did not improve from 0.01867
305/400 [=====================>........] - ETA: 54s - loss: 0.1099 - dice_coefficient: 0.9526
Epoch 25: loss did not improve from 0.01867
306/400 [=====================>........] - ETA: 53s - loss: 0.1096 - dice_coefficient: 0.9527
Epoch 25: loss did not improve from 0.01867
307/400 [======================>.......] - ETA: 53s - loss: 0.1093 - dice_coefficient: 0.9528
Epoch 25: loss did not improve from 0.01867
308/400 [======================>.......] - ETA: 52s - loss: 0.1093 - dice_coefficient: 0.9527
Epoch 25: loss did not improve from 0.01867
309/400 [======================>.......] - ETA: 52s - loss: 0.1091 - dice_coefficient: 0.9527
Epoch 25: loss did not improve from 0.01867
310/400 [======================>.......] - ETA: 51s - loss: 0.1089 - dice_coefficient: 0.9527
Epoch 25: loss did not improve from 0.01867
311/400 [======================>.......] - ETA: 51s - loss: 0.1086 - dice_coefficient: 0.9528
Epoch 25: loss did not improve from 0.01867
312/400 [======================>.......] - ETA: 50s - loss: 0.1086 - dice_coefficient: 0.9528
Epoch 25: loss did not improve from 0.01867
313/400 [======================>.......] - ETA: 49s - loss: 0.1083 - dice_coefficient: 0.9529
Epoch 25: loss did not improve from 0.01867
314/400 [======================>.......] - ETA: 49s - loss: 0.1080 - dice_coefficient: 0.9530
Epoch 25: loss did not improve from 0.01867
315/400 [======================>.......] - ETA: 48s - loss: 0.1077 - dice_coefficient: 0.9531
Epoch 25: loss did not improve from 0.01867
316/400 [======================>.......] - ETA: 48s - loss: 0.1074 - dice_coefficient: 0.9532
Epoch 25: loss did not improve from 0.01867
317/400 [======================>.......] - ETA: 47s - loss: 0.1071 - dice_coefficient: 0.9534
Epoch 25: loss did not improve from 0.01867
318/400 [======================>.......] - ETA: 47s - loss: 0.1072 - dice_coefficient: 0.9532
Epoch 25: loss did not improve from 0.01867
319/400 [======================>.......] - ETA: 46s - loss: 0.1069 - dice_coefficient: 0.9532
Epoch 25: loss did not improve from 0.01867
320/400 [=======================>......] - ETA: 45s - loss: 0.1070 - dice_coefficient: 0.9530
Epoch 25: loss did not improve from 0.01867
321/400 [=======================>......] - ETA: 45s - loss: 0.1067 - dice_coefficient: 0.9531
Epoch 25: loss did not improve from 0.01867
322/400 [=======================>......] - ETA: 44s - loss: 0.1064 - dice_coefficient: 0.9532
Epoch 25: loss did not improve from 0.01867
323/400 [=======================>......] - ETA: 44s - loss: 0.1062 - dice_coefficient: 0.9533
Epoch 25: loss did not improve from 0.01867
324/400 [=======================>......] - ETA: 43s - loss: 0.1062 - dice_coefficient: 0.9531
Epoch 25: loss did not improve from 0.01867
325/400 [=======================>......] - ETA: 43s - loss: 0.1059 - dice_coefficient: 0.9532
Epoch 25: loss did not improve from 0.01867
326/400 [=======================>......] - ETA: 42s - loss: 0.1057 - dice_coefficient: 0.9533
Epoch 25: loss did not improve from 0.01867
327/400 [=======================>......] - ETA: 41s - loss: 0.1055 - dice_coefficient: 0.9534
Epoch 25: loss did not improve from 0.01867
328/400 [=======================>......] - ETA: 41s - loss: 0.1052 - dice_coefficient: 0.9535
Epoch 25: loss did not improve from 0.01867
329/400 [=======================>......] - ETA: 40s - loss: 0.1049 - dice_coefficient: 0.9536
Epoch 25: loss did not improve from 0.01867
330/400 [=======================>......] - ETA: 40s - loss: 0.1047 - dice_coefficient: 0.9537
Epoch 25: loss did not improve from 0.01867
331/400 [=======================>......] - ETA: 39s - loss: 0.1057 - dice_coefficient: 0.9528
Epoch 25: loss did not improve from 0.01867
332/400 [=======================>......] - ETA: 39s - loss: 0.1054 - dice_coefficient: 0.9529
Epoch 25: loss did not improve from 0.01867
333/400 [=======================>......] - ETA: 38s - loss: 0.1053 - dice_coefficient: 0.9528
Epoch 25: loss did not improve from 0.01867
334/400 [========================>.....] - ETA: 37s - loss: 0.1051 - dice_coefficient: 0.9529
Epoch 25: loss did not improve from 0.01867
335/400 [========================>.....] - ETA: 37s - loss: 0.1051 - dice_coefficient: 0.9528
Epoch 25: loss did not improve from 0.01867
336/400 [========================>.....] - ETA: 36s - loss: 0.1048 - dice_coefficient: 0.9529
Epoch 25: loss did not improve from 0.01867
337/400 [========================>.....] - ETA: 36s - loss: 0.1047 - dice_coefficient: 0.9529
Epoch 25: loss did not improve from 0.01867
338/400 [========================>.....] - ETA: 35s - loss: 0.1044 - dice_coefficient: 0.9530
Epoch 25: loss did not improve from 0.01867
339/400 [========================>.....] - ETA: 35s - loss: 0.1044 - dice_coefficient: 0.9529
Epoch 25: loss did not improve from 0.01867
340/400 [========================>.....] - ETA: 34s - loss: 0.1041 - dice_coefficient: 0.9530
Epoch 25: loss did not improve from 0.01867
341/400 [========================>.....] - ETA: 33s - loss: 0.1040 - dice_coefficient: 0.9530
Epoch 25: loss did not improve from 0.01867
342/400 [========================>.....] - ETA: 33s - loss: 0.1039 - dice_coefficient: 0.9529
Epoch 25: loss did not improve from 0.01867
343/400 [========================>.....] - ETA: 32s - loss: 0.1039 - dice_coefficient: 0.9528
Epoch 25: loss did not improve from 0.01867
344/400 [========================>.....] - ETA: 32s - loss: 0.1037 - dice_coefficient: 0.9529
Epoch 25: loss did not improve from 0.01867
345/400 [========================>.....] - ETA: 31s - loss: 0.1034 - dice_coefficient: 0.9530
Epoch 25: loss did not improve from 0.01867
346/400 [========================>.....] - ETA: 30s - loss: 0.1032 - dice_coefficient: 0.9531
Epoch 25: loss did not improve from 0.01867
347/400 [=========================>....] - ETA: 30s - loss: 0.1031 - dice_coefficient: 0.9531
Epoch 25: loss did not improve from 0.01867
348/400 [=========================>....] - ETA: 29s - loss: 0.1028 - dice_coefficient: 0.9532
Epoch 25: loss did not improve from 0.01867
349/400 [=========================>....] - ETA: 29s - loss: 0.1026 - dice_coefficient: 0.9533
Epoch 25: loss did not improve from 0.01867
350/400 [=========================>....] - ETA: 28s - loss: 0.1024 - dice_coefficient: 0.9534
Epoch 25: loss did not improve from 0.01867
351/400 [=========================>....] - ETA: 28s - loss: 0.1021 - dice_coefficient: 0.9535
Epoch 25: loss did not improve from 0.01867
352/400 [=========================>....] - ETA: 27s - loss: 0.1019 - dice_coefficient: 0.9536
Epoch 25: loss did not improve from 0.01867
353/400 [=========================>....] - ETA: 26s - loss: 0.1017 - dice_coefficient: 0.9537
Epoch 25: loss did not improve from 0.01867
354/400 [=========================>....] - ETA: 26s - loss: 0.1016 - dice_coefficient: 0.9536
Epoch 25: loss did not improve from 0.01867
355/400 [=========================>....] - ETA: 25s - loss: 0.1014 - dice_coefficient: 0.9537
Epoch 25: loss did not improve from 0.01867
356/400 [=========================>....] - ETA: 25s - loss: 0.1012 - dice_coefficient: 0.9537
Epoch 25: loss did not improve from 0.01867
357/400 [=========================>....] - ETA: 24s - loss: 0.1010 - dice_coefficient: 0.9538
Epoch 25: loss did not improve from 0.01867
358/400 [=========================>....] - ETA: 24s - loss: 0.1008 - dice_coefficient: 0.9539
Epoch 25: loss did not improve from 0.01867
359/400 [=========================>....] - ETA: 23s - loss: 0.1006 - dice_coefficient: 0.9540
Epoch 25: loss did not improve from 0.01867
360/400 [==========================>...] - ETA: 22s - loss: 0.1003 - dice_coefficient: 0.9541
Epoch 25: loss did not improve from 0.01867
361/400 [==========================>...] - ETA: 22s - loss: 0.1002 - dice_coefficient: 0.9541
Epoch 25: loss did not improve from 0.01867
362/400 [==========================>...] - ETA: 21s - loss: 0.0999 - dice_coefficient: 0.9542
Epoch 25: loss did not improve from 0.01867
363/400 [==========================>...] - ETA: 21s - loss: 0.0997 - dice_coefficient: 0.9543
Epoch 25: loss did not improve from 0.01867
364/400 [==========================>...] - ETA: 20s - loss: 0.0995 - dice_coefficient: 0.9544
Epoch 25: loss did not improve from 0.01867
365/400 [==========================>...] - ETA: 20s - loss: 0.0993 - dice_coefficient: 0.9544
Epoch 25: loss did not improve from 0.01867
366/400 [==========================>...] - ETA: 19s - loss: 0.0995 - dice_coefficient: 0.9541
Epoch 25: loss did not improve from 0.01867
367/400 [==========================>...] - ETA: 18s - loss: 0.0994 - dice_coefficient: 0.9542
Epoch 25: loss did not improve from 0.01867
368/400 [==========================>...] - ETA: 18s - loss: 0.0991 - dice_coefficient: 0.9543
Epoch 25: loss did not improve from 0.01867
369/400 [==========================>...] - ETA: 17s - loss: 0.0990 - dice_coefficient: 0.9543
Epoch 25: loss did not improve from 0.01867
370/400 [==========================>...] - ETA: 17s - loss: 0.0989 - dice_coefficient: 0.9543
Epoch 25: loss did not improve from 0.01867
371/400 [==========================>...] - ETA: 16s - loss: 0.0987 - dice_coefficient: 0.9543
Epoch 25: loss did not improve from 0.01867
372/400 [==========================>...] - ETA: 16s - loss: 0.0985 - dice_coefficient: 0.9544
Epoch 25: loss did not improve from 0.01867
373/400 [==========================>...] - ETA: 15s - loss: 0.0983 - dice_coefficient: 0.9545
Epoch 25: loss did not improve from 0.01867
374/400 [===========================>..] - ETA: 14s - loss: 0.0981 - dice_coefficient: 0.9545
Epoch 25: loss did not improve from 0.01867
375/400 [===========================>..] - ETA: 14s - loss: 0.0981 - dice_coefficient: 0.9544
Epoch 25: loss did not improve from 0.01867
376/400 [===========================>..] - ETA: 13s - loss: 0.0979 - dice_coefficient: 0.9545
Epoch 25: loss did not improve from 0.01867
377/400 [===========================>..] - ETA: 13s - loss: 0.0985 - dice_coefficient: 0.9539
Epoch 25: loss did not improve from 0.01867
378/400 [===========================>..] - ETA: 12s - loss: 0.0983 - dice_coefficient: 0.9540
Epoch 25: loss did not improve from 0.01867
379/400 [===========================>..] - ETA: 12s - loss: 0.0981 - dice_coefficient: 0.9541
Epoch 25: loss did not improve from 0.01867
380/400 [===========================>..] - ETA: 11s - loss: 0.0979 - dice_coefficient: 0.9541
Epoch 25: loss did not improve from 0.01867
381/400 [===========================>..] - ETA: 10s - loss: 0.0980 - dice_coefficient: 0.9539
Epoch 25: loss did not improve from 0.01867
382/400 [===========================>..] - ETA: 10s - loss: 0.0978 - dice_coefficient: 0.9540
Epoch 25: loss did not improve from 0.01867
383/400 [===========================>..] - ETA: 9s - loss: 0.0977 - dice_coefficient: 0.9540 
Epoch 25: loss did not improve from 0.01867
384/400 [===========================>..] - ETA: 9s - loss: 0.0975 - dice_coefficient: 0.9541
Epoch 25: loss did not improve from 0.01867
385/400 [===========================>..] - ETA: 8s - loss: 0.0973 - dice_coefficient: 0.9541
Epoch 25: loss did not improve from 0.01867
386/400 [===========================>..] - ETA: 8s - loss: 0.0971 - dice_coefficient: 0.9542
Epoch 25: loss did not improve from 0.01867
387/400 [============================>.] - ETA: 7s - loss: 0.0971 - dice_coefficient: 0.9541
Epoch 25: loss did not improve from 0.01867
388/400 [============================>.] - ETA: 6s - loss: 0.0969 - dice_coefficient: 0.9542
Epoch 25: loss did not improve from 0.01867
389/400 [============================>.] - ETA: 6s - loss: 0.0968 - dice_coefficient: 0.9542
Epoch 25: loss did not improve from 0.01867
390/400 [============================>.] - ETA: 5s - loss: 0.0966 - dice_coefficient: 0.9543
Epoch 25: loss did not improve from 0.01867
391/400 [============================>.] - ETA: 5s - loss: 0.0965 - dice_coefficient: 0.9543
Epoch 25: loss did not improve from 0.01867
392/400 [============================>.] - ETA: 4s - loss: 0.0963 - dice_coefficient: 0.9544
Epoch 25: loss did not improve from 0.01867
393/400 [============================>.] - ETA: 4s - loss: 0.0961 - dice_coefficient: 0.9545
Epoch 25: loss did not improve from 0.01867
394/400 [============================>.] - ETA: 3s - loss: 0.0960 - dice_coefficient: 0.9545
Epoch 25: loss did not improve from 0.01867
395/400 [============================>.] - ETA: 2s - loss: 0.0960 - dice_coefficient: 0.9543
Epoch 25: loss did not improve from 0.01867
396/400 [============================>.] - ETA: 2s - loss: 0.0959 - dice_coefficient: 0.9544
Epoch 25: loss did not improve from 0.01867
397/400 [============================>.] - ETA: 1s - loss: 0.0957 - dice_coefficient: 0.9545
Epoch 25: loss did not improve from 0.01867
398/400 [============================>.] - ETA: 1s - loss: 0.0955 - dice_coefficient: 0.9545
Epoch 25: loss did not improve from 0.01867
399/400 [============================>.] - ETA: 0s - loss: 0.0954 - dice_coefficient: 0.9545
Epoch 25: loss did not improve from 0.01867
400/400 [==============================] - 230s 576ms/step - loss: 0.0953 - dice_coefficient: 0.9546 - val_loss: 0.7183 - val_dice_coefficient: 0.6647 - lr: 1.0000e-06
Epoch 26/30

Epoch 26: loss did not improve from 0.01867
  1/400 [..............................] - ETA: 3:47 - loss: 0.0439 - dice_coefficient: 0.9657
Epoch 26: loss did not improve from 0.01867
  2/400 [..............................] - ETA: 3:46 - loss: 0.0332 - dice_coefficient: 0.9753
Epoch 26: loss did not improve from 0.01867
  3/400 [..............................] - ETA: 3:46 - loss: 0.0428 - dice_coefficient: 0.9641
Epoch 26: loss did not improve from 0.01867
  4/400 [..............................] - ETA: 3:44 - loss: 0.1983 - dice_coefficient: 0.8563
Epoch 26: loss did not improve from 0.01867
  5/400 [..............................] - ETA: 3:46 - loss: 0.1685 - dice_coefficient: 0.8760
Epoch 26: loss did not improve from 0.01867
  6/400 [..............................] - ETA: 3:46 - loss: 0.1508 - dice_coefficient: 0.8923
Epoch 26: loss did not improve from 0.01867
  7/400 [..............................] - ETA: 3:44 - loss: 0.1329 - dice_coefficient: 0.9047
Epoch 26: loss did not improve from 0.01867
  8/400 [..............................] - ETA: 3:44 - loss: 0.1292 - dice_coefficient: 0.9048
Epoch 26: loss did not improve from 0.01867
  9/400 [..............................] - ETA: 3:43 - loss: 0.1165 - dice_coefficient: 0.9145
Epoch 26: loss did not improve from 0.01867
 10/400 [..............................] - ETA: 3:43 - loss: 0.1101 - dice_coefficient: 0.9180
Epoch 26: loss did not improve from 0.01867
 11/400 [..............................] - ETA: 3:42 - loss: 0.1107 - dice_coefficient: 0.9166
Epoch 26: loss did not improve from 0.01867
 12/400 [..............................] - ETA: 3:42 - loss: 0.1044 - dice_coefficient: 0.9211
Epoch 26: loss did not improve from 0.01867
 13/400 [..............................] - ETA: 3:41 - loss: 0.0975 - dice_coefficient: 0.9262
Epoch 26: loss did not improve from 0.01867
 14/400 [>.............................] - ETA: 3:40 - loss: 0.0929 - dice_coefficient: 0.9296
Epoch 26: loss did not improve from 0.01867
 15/400 [>.............................] - ETA: 3:39 - loss: 0.0896 - dice_coefficient: 0.9317
Epoch 26: loss did not improve from 0.01867
 16/400 [>.............................] - ETA: 3:39 - loss: 0.0845 - dice_coefficient: 0.9356
Epoch 26: loss did not improve from 0.01867
 17/400 [>.............................] - ETA: 3:39 - loss: 0.0804 - dice_coefficient: 0.9387
Epoch 26: loss did not improve from 0.01867
 18/400 [>.............................] - ETA: 3:38 - loss: 0.0780 - dice_coefficient: 0.9401
Epoch 26: loss did not improve from 0.01867
 19/400 [>.............................] - ETA: 3:37 - loss: 0.0747 - dice_coefficient: 0.9428
Epoch 26: loss did not improve from 0.01867
 20/400 [>.............................] - ETA: 3:37 - loss: 0.0729 - dice_coefficient: 0.9439
Epoch 26: loss did not improve from 0.01867
 21/400 [>.............................] - ETA: 3:36 - loss: 0.0724 - dice_coefficient: 0.9438
Epoch 26: loss did not improve from 0.01867
 22/400 [>.............................] - ETA: 3:36 - loss: 0.0721 - dice_coefficient: 0.9437
Epoch 26: loss did not improve from 0.01867
 23/400 [>.............................] - ETA: 3:36 - loss: 0.0695 - dice_coefficient: 0.9458
Epoch 26: loss did not improve from 0.01867
 24/400 [>.............................] - ETA: 3:36 - loss: 0.0682 - dice_coefficient: 0.9468
Epoch 26: loss did not improve from 0.01867
 25/400 [>.............................] - ETA: 3:36 - loss: 0.0695 - dice_coefficient: 0.9452
Epoch 26: loss did not improve from 0.01867
 26/400 [>.............................] - ETA: 3:35 - loss: 0.0679 - dice_coefficient: 0.9465
Epoch 26: loss did not improve from 0.01867
 27/400 [=>............................] - ETA: 3:34 - loss: 0.0661 - dice_coefficient: 0.9478
Epoch 26: loss did not improve from 0.01867
 28/400 [=>............................] - ETA: 3:34 - loss: 0.0654 - dice_coefficient: 0.9484
Epoch 26: loss did not improve from 0.01867
 29/400 [=>............................] - ETA: 3:33 - loss: 0.0644 - dice_coefficient: 0.9492
Epoch 26: loss did not improve from 0.01867
 30/400 [=>............................] - ETA: 3:32 - loss: 0.0636 - dice_coefficient: 0.9500
Epoch 26: loss did not improve from 0.01867
 31/400 [=>............................] - ETA: 3:33 - loss: 0.0626 - dice_coefficient: 0.9507
Epoch 26: loss did not improve from 0.01867
 32/400 [=>............................] - ETA: 3:33 - loss: 0.0612 - dice_coefficient: 0.9519
Epoch 26: loss did not improve from 0.01867
 33/400 [=>............................] - ETA: 3:33 - loss: 0.0619 - dice_coefficient: 0.9513
Epoch 26: loss did not improve from 0.01867
 34/400 [=>............................] - ETA: 3:32 - loss: 0.0617 - dice_coefficient: 0.9513
Epoch 26: loss did not improve from 0.01867
 35/400 [=>............................] - ETA: 3:32 - loss: 0.0632 - dice_coefficient: 0.9497
Epoch 26: loss did not improve from 0.01867
 36/400 [=>............................] - ETA: 3:31 - loss: 0.0619 - dice_coefficient: 0.9508
Epoch 26: loss did not improve from 0.01867
 37/400 [=>............................] - ETA: 3:30 - loss: 0.0636 - dice_coefficient: 0.9493
Epoch 26: loss did not improve from 0.01867
 38/400 [=>............................] - ETA: 3:30 - loss: 0.0627 - dice_coefficient: 0.9500
Epoch 26: loss did not improve from 0.01867
 39/400 [=>............................] - ETA: 3:29 - loss: 0.0644 - dice_coefficient: 0.9488
Epoch 26: loss did not improve from 0.01867
 40/400 [==>...........................] - ETA: 3:28 - loss: 0.0634 - dice_coefficient: 0.9498
Epoch 26: loss did not improve from 0.01867
 41/400 [==>...........................] - ETA: 3:28 - loss: 0.0632 - dice_coefficient: 0.9498
Epoch 26: loss did not improve from 0.01867
 42/400 [==>...........................] - ETA: 3:27 - loss: 0.0631 - dice_coefficient: 0.9497
Epoch 26: loss did not improve from 0.01867
 43/400 [==>...........................] - ETA: 3:26 - loss: 0.0626 - dice_coefficient: 0.9499
Epoch 26: loss did not improve from 0.01867
 44/400 [==>...........................] - ETA: 3:26 - loss: 0.0621 - dice_coefficient: 0.9506
Epoch 26: loss did not improve from 0.01867
 45/400 [==>...........................] - ETA: 3:25 - loss: 0.0612 - dice_coefficient: 0.9514
Epoch 26: loss did not improve from 0.01867
 46/400 [==>...........................] - ETA: 3:24 - loss: 0.0603 - dice_coefficient: 0.9520
Epoch 26: loss did not improve from 0.01867
 47/400 [==>...........................] - ETA: 3:24 - loss: 0.0622 - dice_coefficient: 0.9504
Epoch 26: loss did not improve from 0.01867
 48/400 [==>...........................] - ETA: 3:23 - loss: 0.0617 - dice_coefficient: 0.9506
Epoch 26: loss did not improve from 0.01867
 49/400 [==>...........................] - ETA: 3:23 - loss: 0.0612 - dice_coefficient: 0.9509
Epoch 26: loss did not improve from 0.01867
 50/400 [==>...........................] - ETA: 3:22 - loss: 0.0606 - dice_coefficient: 0.9516
Epoch 26: loss did not improve from 0.01867
 51/400 [==>...........................] - ETA: 3:21 - loss: 0.0644 - dice_coefficient: 0.9483
Epoch 26: loss did not improve from 0.01867
 52/400 [==>...........................] - ETA: 3:21 - loss: 0.0637 - dice_coefficient: 0.9490
Epoch 26: loss did not improve from 0.01867
 53/400 [==>...........................] - ETA: 3:20 - loss: 0.0634 - dice_coefficient: 0.9495
Epoch 26: loss did not improve from 0.01867
 54/400 [===>..........................] - ETA: 3:20 - loss: 0.0627 - dice_coefficient: 0.9502
Epoch 26: loss did not improve from 0.01867
 55/400 [===>..........................] - ETA: 3:19 - loss: 0.0629 - dice_coefficient: 0.9499
Epoch 26: loss did not improve from 0.01867
 56/400 [===>..........................] - ETA: 3:18 - loss: 0.0622 - dice_coefficient: 0.9505
Epoch 26: loss did not improve from 0.01867
 57/400 [===>..........................] - ETA: 3:18 - loss: 0.0614 - dice_coefficient: 0.9512
Epoch 26: loss did not improve from 0.01867
 58/400 [===>..........................] - ETA: 3:17 - loss: 0.0691 - dice_coefficient: 0.9453
Epoch 26: loss did not improve from 0.01867
 59/400 [===>..........................] - ETA: 3:17 - loss: 0.0688 - dice_coefficient: 0.9455
Epoch 26: loss did not improve from 0.01867
 60/400 [===>..........................] - ETA: 3:16 - loss: 0.0685 - dice_coefficient: 0.9456
Epoch 26: loss did not improve from 0.01867
 61/400 [===>..........................] - ETA: 3:15 - loss: 0.0676 - dice_coefficient: 0.9463
Epoch 26: loss did not improve from 0.01867
 62/400 [===>..........................] - ETA: 3:15 - loss: 0.0671 - dice_coefficient: 0.9467
Epoch 26: loss did not improve from 0.01867
 63/400 [===>..........................] - ETA: 3:14 - loss: 0.0662 - dice_coefficient: 0.9474
Epoch 26: loss did not improve from 0.01867
 64/400 [===>..........................] - ETA: 3:13 - loss: 0.0660 - dice_coefficient: 0.9475
Epoch 26: loss did not improve from 0.01867
 65/400 [===>..........................] - ETA: 3:13 - loss: 0.0655 - dice_coefficient: 0.9478
Epoch 26: loss did not improve from 0.01867
 66/400 [===>..........................] - ETA: 3:13 - loss: 0.0648 - dice_coefficient: 0.9484
Epoch 26: loss did not improve from 0.01867
 67/400 [====>.........................] - ETA: 3:12 - loss: 0.0642 - dice_coefficient: 0.9489
Epoch 26: loss did not improve from 0.01867
 68/400 [====>.........................] - ETA: 3:11 - loss: 0.0636 - dice_coefficient: 0.9494
Epoch 26: loss did not improve from 0.01867
 69/400 [====>.........................] - ETA: 3:11 - loss: 0.0628 - dice_coefficient: 0.9500
Epoch 26: loss did not improve from 0.01867
 70/400 [====>.........................] - ETA: 3:11 - loss: 0.0622 - dice_coefficient: 0.9505
Epoch 26: loss did not improve from 0.01867
 71/400 [====>.........................] - ETA: 3:10 - loss: 0.0615 - dice_coefficient: 0.9511
Epoch 26: loss did not improve from 0.01867
 72/400 [====>.........................] - ETA: 3:10 - loss: 0.0610 - dice_coefficient: 0.9516
Epoch 26: loss did not improve from 0.01867
 73/400 [====>.........................] - ETA: 3:09 - loss: 0.0604 - dice_coefficient: 0.9521
Epoch 26: loss did not improve from 0.01867
 74/400 [====>.........................] - ETA: 3:08 - loss: 0.0597 - dice_coefficient: 0.9527
Epoch 26: loss did not improve from 0.01867
 75/400 [====>.........................] - ETA: 3:08 - loss: 0.0643 - dice_coefficient: 0.9490
Epoch 26: loss did not improve from 0.01867
 76/400 [====>.........................] - ETA: 3:07 - loss: 0.0637 - dice_coefficient: 0.9495
Epoch 26: loss did not improve from 0.01867
 77/400 [====>.........................] - ETA: 3:07 - loss: 0.0632 - dice_coefficient: 0.9499
Epoch 26: loss did not improve from 0.01867
 78/400 [====>.........................] - ETA: 3:06 - loss: 0.0637 - dice_coefficient: 0.9494
Epoch 26: loss did not improve from 0.01867
 79/400 [====>.........................] - ETA: 3:06 - loss: 0.0631 - dice_coefficient: 0.9499
Epoch 26: loss did not improve from 0.01867
 80/400 [=====>........................] - ETA: 3:05 - loss: 0.0626 - dice_coefficient: 0.9503
Epoch 26: loss did not improve from 0.01867
 81/400 [=====>........................] - ETA: 3:05 - loss: 0.0622 - dice_coefficient: 0.9507
Epoch 26: loss did not improve from 0.01867
 82/400 [=====>........................] - ETA: 3:04 - loss: 0.0616 - dice_coefficient: 0.9511
Epoch 26: loss did not improve from 0.01867
 83/400 [=====>........................] - ETA: 3:04 - loss: 0.0612 - dice_coefficient: 0.9515
Epoch 26: loss did not improve from 0.01867
 84/400 [=====>........................] - ETA: 3:03 - loss: 0.0610 - dice_coefficient: 0.9518
Epoch 26: loss did not improve from 0.01867
 85/400 [=====>........................] - ETA: 3:03 - loss: 0.0611 - dice_coefficient: 0.9517
Epoch 26: loss did not improve from 0.01867
 86/400 [=====>........................] - ETA: 3:02 - loss: 0.0605 - dice_coefficient: 0.9522
Epoch 26: loss did not improve from 0.01867
 87/400 [=====>........................] - ETA: 3:02 - loss: 0.0600 - dice_coefficient: 0.9526
Epoch 26: loss did not improve from 0.01867
 88/400 [=====>........................] - ETA: 3:01 - loss: 0.0598 - dice_coefficient: 0.9527
Epoch 26: loss did not improve from 0.01867
 89/400 [=====>........................] - ETA: 3:01 - loss: 0.0627 - dice_coefficient: 0.9503
Epoch 26: loss did not improve from 0.01867
 90/400 [=====>........................] - ETA: 3:01 - loss: 0.0622 - dice_coefficient: 0.9508
Epoch 26: loss did not improve from 0.01867
 91/400 [=====>........................] - ETA: 3:00 - loss: 0.0624 - dice_coefficient: 0.9506
Epoch 26: loss did not improve from 0.01867
 92/400 [=====>........................] - ETA: 2:59 - loss: 0.0622 - dice_coefficient: 0.9507
Epoch 26: loss did not improve from 0.01867
 93/400 [=====>........................] - ETA: 2:59 - loss: 0.0620 - dice_coefficient: 0.9509
Epoch 26: loss did not improve from 0.01867
 94/400 [======>.......................] - ETA: 2:58 - loss: 0.0628 - dice_coefficient: 0.9502
Epoch 26: loss did not improve from 0.01867
 95/400 [======>.......................] - ETA: 2:58 - loss: 0.0627 - dice_coefficient: 0.9501
Epoch 26: loss did not improve from 0.01867
 96/400 [======>.......................] - ETA: 2:57 - loss: 0.0625 - dice_coefficient: 0.9503
Epoch 26: loss did not improve from 0.01867
 97/400 [======>.......................] - ETA: 2:56 - loss: 0.0621 - dice_coefficient: 0.9506
Epoch 26: loss did not improve from 0.01867
 98/400 [======>.......................] - ETA: 2:56 - loss: 0.0657 - dice_coefficient: 0.9481
Epoch 26: loss did not improve from 0.01867
 99/400 [======>.......................] - ETA: 2:55 - loss: 0.0655 - dice_coefficient: 0.9482
Epoch 26: loss did not improve from 0.01867
100/400 [======>.......................] - ETA: 2:55 - loss: 0.0651 - dice_coefficient: 0.9485
Epoch 26: loss did not improve from 0.01867
101/400 [======>.......................] - ETA: 2:54 - loss: 0.0647 - dice_coefficient: 0.9489
Epoch 26: loss did not improve from 0.01867
102/400 [======>.......................] - ETA: 2:53 - loss: 0.0646 - dice_coefficient: 0.9490
Epoch 26: loss did not improve from 0.01867
103/400 [======>.......................] - ETA: 2:53 - loss: 0.0640 - dice_coefficient: 0.9495
Epoch 26: loss did not improve from 0.01867
104/400 [======>.......................] - ETA: 2:52 - loss: 0.0638 - dice_coefficient: 0.9495
Epoch 26: loss did not improve from 0.01867
105/400 [======>.......................] - ETA: 2:52 - loss: 0.0634 - dice_coefficient: 0.9499
Epoch 26: loss did not improve from 0.01867
106/400 [======>.......................] - ETA: 2:51 - loss: 0.0629 - dice_coefficient: 0.9503
Epoch 26: loss did not improve from 0.01867
107/400 [=======>......................] - ETA: 2:50 - loss: 0.0647 - dice_coefficient: 0.9488
Epoch 26: loss did not improve from 0.01867
108/400 [=======>......................] - ETA: 2:50 - loss: 0.0646 - dice_coefficient: 0.9488
Epoch 26: loss did not improve from 0.01867
109/400 [=======>......................] - ETA: 2:49 - loss: 0.0645 - dice_coefficient: 0.9490
Epoch 26: loss did not improve from 0.01867
110/400 [=======>......................] - ETA: 2:49 - loss: 0.0642 - dice_coefficient: 0.9492
Epoch 26: loss did not improve from 0.01867
111/400 [=======>......................] - ETA: 2:48 - loss: 0.0640 - dice_coefficient: 0.9495
Epoch 26: loss did not improve from 0.01867
112/400 [=======>......................] - ETA: 2:47 - loss: 0.0637 - dice_coefficient: 0.9497
Epoch 26: loss did not improve from 0.01867
113/400 [=======>......................] - ETA: 2:47 - loss: 0.0635 - dice_coefficient: 0.9500
Epoch 26: loss did not improve from 0.01867
114/400 [=======>......................] - ETA: 2:46 - loss: 0.0630 - dice_coefficient: 0.9503
Epoch 26: loss did not improve from 0.01867
115/400 [=======>......................] - ETA: 2:45 - loss: 0.0651 - dice_coefficient: 0.9486
Epoch 26: loss did not improve from 0.01867
116/400 [=======>......................] - ETA: 2:45 - loss: 0.0647 - dice_coefficient: 0.9488
Epoch 26: loss did not improve from 0.01867
117/400 [=======>......................] - ETA: 2:44 - loss: 0.0644 - dice_coefficient: 0.9491
Epoch 26: loss did not improve from 0.01867
118/400 [=======>......................] - ETA: 2:44 - loss: 0.0641 - dice_coefficient: 0.9493
Epoch 26: loss did not improve from 0.01867
119/400 [=======>......................] - ETA: 2:43 - loss: 0.0642 - dice_coefficient: 0.9492
Epoch 26: loss did not improve from 0.01867
120/400 [========>.....................] - ETA: 2:42 - loss: 0.0659 - dice_coefficient: 0.9479
Epoch 26: loss did not improve from 0.01867
121/400 [========>.....................] - ETA: 2:42 - loss: 0.0661 - dice_coefficient: 0.9479
Epoch 26: loss did not improve from 0.01867
122/400 [========>.....................] - ETA: 2:41 - loss: 0.0657 - dice_coefficient: 0.9483
Epoch 26: loss did not improve from 0.01867
123/400 [========>.....................] - ETA: 2:41 - loss: 0.0652 - dice_coefficient: 0.9487
Epoch 26: loss did not improve from 0.01867
124/400 [========>.....................] - ETA: 2:40 - loss: 0.0655 - dice_coefficient: 0.9486
Epoch 26: loss did not improve from 0.01867
125/400 [========>.....................] - ETA: 2:39 - loss: 0.0655 - dice_coefficient: 0.9486
Epoch 26: loss did not improve from 0.01867
126/400 [========>.....................] - ETA: 2:39 - loss: 0.0651 - dice_coefficient: 0.9489
Epoch 26: loss did not improve from 0.01867
127/400 [========>.....................] - ETA: 2:38 - loss: 0.0652 - dice_coefficient: 0.9488
Epoch 26: loss did not improve from 0.01867
128/400 [========>.....................] - ETA: 2:38 - loss: 0.0648 - dice_coefficient: 0.9492
Epoch 26: loss did not improve from 0.01867
129/400 [========>.....................] - ETA: 2:37 - loss: 0.0646 - dice_coefficient: 0.9494
Epoch 26: loss did not improve from 0.01867
130/400 [========>.....................] - ETA: 2:36 - loss: 0.1886 - dice_coefficient: 0.9421
Epoch 26: loss did not improve from 0.01867
131/400 [========>.....................] - ETA: 2:36 - loss: 0.1874 - dice_coefficient: 0.9424
Epoch 26: loss did not improve from 0.01867
132/400 [========>.....................] - ETA: 2:35 - loss: 0.1861 - dice_coefficient: 0.9427
Epoch 26: loss did not improve from 0.01867
133/400 [========>.....................] - ETA: 2:35 - loss: 0.1854 - dice_coefficient: 0.9425
Epoch 26: loss did not improve from 0.01867
134/400 [=========>....................] - ETA: 2:34 - loss: 0.1842 - dice_coefficient: 0.9428
Epoch 26: loss did not improve from 0.01867
135/400 [=========>....................] - ETA: 2:33 - loss: 0.1831 - dice_coefficient: 0.9431
Epoch 26: loss did not improve from 0.01867
136/400 [=========>....................] - ETA: 2:33 - loss: 0.1820 - dice_coefficient: 0.9432
Epoch 26: loss did not improve from 0.01867
137/400 [=========>....................] - ETA: 2:32 - loss: 0.1808 - dice_coefficient: 0.9436
Epoch 26: loss did not improve from 0.01867
138/400 [=========>....................] - ETA: 2:32 - loss: 0.1799 - dice_coefficient: 0.9437
Epoch 26: loss did not improve from 0.01867
139/400 [=========>....................] - ETA: 2:31 - loss: 0.1792 - dice_coefficient: 0.9437
Epoch 26: loss did not improve from 0.01867
140/400 [=========>....................] - ETA: 2:31 - loss: 0.1780 - dice_coefficient: 0.9440
Epoch 26: loss did not improve from 0.01867
141/400 [=========>....................] - ETA: 2:30 - loss: 0.1771 - dice_coefficient: 0.9441
Epoch 26: loss did not improve from 0.01867
142/400 [=========>....................] - ETA: 2:29 - loss: 0.1767 - dice_coefficient: 0.9439
Epoch 26: loss did not improve from 0.01867
143/400 [=========>....................] - ETA: 2:29 - loss: 0.1759 - dice_coefficient: 0.9438
Epoch 26: loss did not improve from 0.01867
144/400 [=========>....................] - ETA: 2:28 - loss: 0.1755 - dice_coefficient: 0.9439
Epoch 26: loss did not improve from 0.01867
145/400 [=========>....................] - ETA: 2:28 - loss: 0.1744 - dice_coefficient: 0.9442
Epoch 26: loss did not improve from 0.01867
146/400 [=========>....................] - ETA: 2:27 - loss: 0.1733 - dice_coefficient: 0.9445
Epoch 26: loss did not improve from 0.01867
147/400 [==========>...................] - ETA: 2:26 - loss: 0.1729 - dice_coefficient: 0.9442
Epoch 26: loss did not improve from 0.01867
148/400 [==========>...................] - ETA: 2:26 - loss: 0.1736 - dice_coefficient: 0.9431
Epoch 26: loss did not improve from 0.01867
149/400 [==========>...................] - ETA: 2:25 - loss: 0.1726 - dice_coefficient: 0.9434
Epoch 26: loss did not improve from 0.01867
150/400 [==========>...................] - ETA: 2:25 - loss: 0.1716 - dice_coefficient: 0.9436
Epoch 26: loss did not improve from 0.01867
151/400 [==========>...................] - ETA: 2:24 - loss: 0.1706 - dice_coefficient: 0.9438
Epoch 26: loss did not improve from 0.01867
152/400 [==========>...................] - ETA: 2:23 - loss: 0.1699 - dice_coefficient: 0.9438
Epoch 26: loss did not improve from 0.01867
153/400 [==========>...................] - ETA: 2:23 - loss: 0.1690 - dice_coefficient: 0.9441
Epoch 26: loss did not improve from 0.01867
154/400 [==========>...................] - ETA: 2:22 - loss: 0.1681 - dice_coefficient: 0.9443
Epoch 26: loss did not improve from 0.01867
155/400 [==========>...................] - ETA: 2:22 - loss: 0.1671 - dice_coefficient: 0.9446
Epoch 26: loss did not improve from 0.01867
156/400 [==========>...................] - ETA: 2:21 - loss: 0.1662 - dice_coefficient: 0.9448
Epoch 26: loss did not improve from 0.01867
157/400 [==========>...................] - ETA: 2:20 - loss: 0.1652 - dice_coefficient: 0.9451
Epoch 26: loss did not improve from 0.01867
158/400 [==========>...................] - ETA: 2:20 - loss: 0.1643 - dice_coefficient: 0.9453
Epoch 26: loss did not improve from 0.01867
159/400 [==========>...................] - ETA: 2:19 - loss: 0.1635 - dice_coefficient: 0.9455
Epoch 26: loss did not improve from 0.01867
160/400 [===========>..................] - ETA: 2:19 - loss: 0.1627 - dice_coefficient: 0.9457
Epoch 26: loss did not improve from 0.01867
161/400 [===========>..................] - ETA: 2:18 - loss: 0.1619 - dice_coefficient: 0.9459
Epoch 26: loss did not improve from 0.01867
162/400 [===========>..................] - ETA: 2:17 - loss: 0.1613 - dice_coefficient: 0.9460
Epoch 26: loss did not improve from 0.01867
163/400 [===========>..................] - ETA: 2:17 - loss: 0.1610 - dice_coefficient: 0.9457
Epoch 26: loss did not improve from 0.01867
164/400 [===========>..................] - ETA: 2:16 - loss: 0.1601 - dice_coefficient: 0.9459
Epoch 26: loss did not improve from 0.01867
165/400 [===========>..................] - ETA: 2:16 - loss: 0.1604 - dice_coefficient: 0.9452
Epoch 26: loss did not improve from 0.01867
166/400 [===========>..................] - ETA: 2:15 - loss: 0.1596 - dice_coefficient: 0.9454
Epoch 26: loss did not improve from 0.01867
167/400 [===========>..................] - ETA: 2:15 - loss: 0.1587 - dice_coefficient: 0.9456
Epoch 26: loss did not improve from 0.01867
168/400 [===========>..................] - ETA: 2:14 - loss: 0.1578 - dice_coefficient: 0.9459
Epoch 26: loss did not improve from 0.01867
169/400 [===========>..................] - ETA: 2:13 - loss: 0.1569 - dice_coefficient: 0.9462
Epoch 26: loss did not improve from 0.01867
170/400 [===========>..................] - ETA: 2:13 - loss: 0.1561 - dice_coefficient: 0.9465
Epoch 26: loss did not improve from 0.01867
171/400 [===========>..................] - ETA: 2:12 - loss: 0.1553 - dice_coefficient: 0.9467
Epoch 26: loss did not improve from 0.01867
172/400 [===========>..................] - ETA: 2:12 - loss: 0.1545 - dice_coefficient: 0.9469
Epoch 26: loss did not improve from 0.01867
173/400 [===========>..................] - ETA: 2:11 - loss: 0.1539 - dice_coefficient: 0.9470
Epoch 26: loss did not improve from 0.01867
174/400 [============>.................] - ETA: 2:10 - loss: 0.1533 - dice_coefficient: 0.9472
Epoch 26: loss did not improve from 0.01867
175/400 [============>.................] - ETA: 2:10 - loss: 0.1537 - dice_coefficient: 0.9463
Epoch 26: loss did not improve from 0.01867
176/400 [============>.................] - ETA: 2:09 - loss: 0.1530 - dice_coefficient: 0.9465
Epoch 26: loss did not improve from 0.01867
177/400 [============>.................] - ETA: 2:09 - loss: 0.1525 - dice_coefficient: 0.9465
Epoch 26: loss did not improve from 0.01867
178/400 [============>.................] - ETA: 2:08 - loss: 0.1518 - dice_coefficient: 0.9467
Epoch 26: loss did not improve from 0.01867
179/400 [============>.................] - ETA: 2:08 - loss: 0.1511 - dice_coefficient: 0.9469
Epoch 26: loss did not improve from 0.01867
180/400 [============>.................] - ETA: 2:07 - loss: 0.1505 - dice_coefficient: 0.9471
Epoch 26: loss did not improve from 0.01867
181/400 [============>.................] - ETA: 2:06 - loss: 0.1497 - dice_coefficient: 0.9473
Epoch 26: loss did not improve from 0.01867
182/400 [============>.................] - ETA: 2:06 - loss: 0.1490 - dice_coefficient: 0.9475
Epoch 26: loss did not improve from 0.01867
183/400 [============>.................] - ETA: 2:05 - loss: 0.1485 - dice_coefficient: 0.9477
Epoch 26: loss did not improve from 0.01867
184/400 [============>.................] - ETA: 2:05 - loss: 0.1478 - dice_coefficient: 0.9479
Epoch 26: loss did not improve from 0.01867
185/400 [============>.................] - ETA: 2:04 - loss: 0.1473 - dice_coefficient: 0.9479
Epoch 26: loss did not improve from 0.01867
186/400 [============>.................] - ETA: 2:03 - loss: 0.1466 - dice_coefficient: 0.9481
Epoch 26: loss did not improve from 0.01867
187/400 [=============>................] - ETA: 2:03 - loss: 0.1466 - dice_coefficient: 0.9476
Epoch 26: loss did not improve from 0.01867
188/400 [=============>................] - ETA: 2:02 - loss: 0.1460 - dice_coefficient: 0.9478
Epoch 26: loss did not improve from 0.01867
189/400 [=============>................] - ETA: 2:02 - loss: 0.1453 - dice_coefficient: 0.9480
Epoch 26: loss did not improve from 0.01867
190/400 [=============>................] - ETA: 2:01 - loss: 0.1449 - dice_coefficient: 0.9479
Epoch 26: loss did not improve from 0.01867
191/400 [=============>................] - ETA: 2:01 - loss: 0.1445 - dice_coefficient: 0.9479
Epoch 26: loss did not improve from 0.01867
192/400 [=============>................] - ETA: 2:00 - loss: 0.1439 - dice_coefficient: 0.9481
Epoch 26: loss did not improve from 0.01867
193/400 [=============>................] - ETA: 1:59 - loss: 0.1432 - dice_coefficient: 0.9483
Epoch 26: loss did not improve from 0.01867
194/400 [=============>................] - ETA: 1:59 - loss: 0.1427 - dice_coefficient: 0.9484
Epoch 26: loss did not improve from 0.01867
195/400 [=============>................] - ETA: 1:58 - loss: 0.1420 - dice_coefficient: 0.9486
Epoch 26: loss did not improve from 0.01867
196/400 [=============>................] - ETA: 1:58 - loss: 0.1413 - dice_coefficient: 0.9489
Epoch 26: loss did not improve from 0.01867
197/400 [=============>................] - ETA: 1:57 - loss: 0.1407 - dice_coefficient: 0.9491
Epoch 26: loss did not improve from 0.01867
198/400 [=============>................] - ETA: 1:56 - loss: 0.1404 - dice_coefficient: 0.9490
Epoch 26: loss did not improve from 0.01867
199/400 [=============>................] - ETA: 1:56 - loss: 0.1402 - dice_coefficient: 0.9487
Epoch 26: loss did not improve from 0.01867
200/400 [==============>...............] - ETA: 1:55 - loss: 0.1396 - dice_coefficient: 0.9489
Epoch 26: loss did not improve from 0.01867
201/400 [==============>...............] - ETA: 1:55 - loss: 0.1390 - dice_coefficient: 0.9491
Epoch 26: loss did not improve from 0.01867
202/400 [==============>...............] - ETA: 1:54 - loss: 0.1397 - dice_coefficient: 0.9482
Epoch 26: loss did not improve from 0.01867
203/400 [==============>...............] - ETA: 1:53 - loss: 0.1392 - dice_coefficient: 0.9483
Epoch 26: loss did not improve from 0.01867
204/400 [==============>...............] - ETA: 1:53 - loss: 0.1386 - dice_coefficient: 0.9485
Epoch 26: loss did not improve from 0.01867
205/400 [==============>...............] - ETA: 1:52 - loss: 0.1399 - dice_coefficient: 0.9473
Epoch 26: loss did not improve from 0.01867
206/400 [==============>...............] - ETA: 1:52 - loss: 0.1394 - dice_coefficient: 0.9474
Epoch 26: loss did not improve from 0.01867
207/400 [==============>...............] - ETA: 1:51 - loss: 0.1389 - dice_coefficient: 0.9475
Epoch 26: loss did not improve from 0.01867
208/400 [==============>...............] - ETA: 1:51 - loss: 0.1383 - dice_coefficient: 0.9477
Epoch 26: loss did not improve from 0.01867
209/400 [==============>...............] - ETA: 1:50 - loss: 0.1379 - dice_coefficient: 0.9477
Epoch 26: loss did not improve from 0.01867
210/400 [==============>...............] - ETA: 1:49 - loss: 0.1373 - dice_coefficient: 0.9479
Epoch 26: loss did not improve from 0.01867
211/400 [==============>...............] - ETA: 1:49 - loss: 0.1383 - dice_coefficient: 0.9468
Epoch 26: loss did not improve from 0.01867
212/400 [==============>...............] - ETA: 1:48 - loss: 0.1380 - dice_coefficient: 0.9467
Epoch 26: loss did not improve from 0.01867
213/400 [==============>...............] - ETA: 1:48 - loss: 0.1374 - dice_coefficient: 0.9469
Epoch 26: loss did not improve from 0.01867
214/400 [===============>..............] - ETA: 1:47 - loss: 0.1370 - dice_coefficient: 0.9470
Epoch 26: loss did not improve from 0.01867
215/400 [===============>..............] - ETA: 1:46 - loss: 0.1365 - dice_coefficient: 0.9472
Epoch 26: loss did not improve from 0.01867
216/400 [===============>..............] - ETA: 1:46 - loss: 0.1361 - dice_coefficient: 0.9472
Epoch 26: loss did not improve from 0.01867
217/400 [===============>..............] - ETA: 1:45 - loss: 0.1356 - dice_coefficient: 0.9474
Epoch 26: loss did not improve from 0.01867
218/400 [===============>..............] - ETA: 1:45 - loss: 0.1351 - dice_coefficient: 0.9475
Epoch 26: loss did not improve from 0.01867
219/400 [===============>..............] - ETA: 1:44 - loss: 0.1348 - dice_coefficient: 0.9475
Epoch 26: loss did not improve from 0.01867
220/400 [===============>..............] - ETA: 1:44 - loss: 0.1342 - dice_coefficient: 0.9477
Epoch 26: loss did not improve from 0.01867
221/400 [===============>..............] - ETA: 1:43 - loss: 0.1339 - dice_coefficient: 0.9477
Epoch 26: loss did not improve from 0.01867
222/400 [===============>..............] - ETA: 1:42 - loss: 0.1334 - dice_coefficient: 0.9479
Epoch 26: loss did not improve from 0.01867
223/400 [===============>..............] - ETA: 1:42 - loss: 0.1340 - dice_coefficient: 0.9471
Epoch 26: loss did not improve from 0.01867
224/400 [===============>..............] - ETA: 1:41 - loss: 0.1335 - dice_coefficient: 0.9473
Epoch 26: loss did not improve from 0.01867
225/400 [===============>..............] - ETA: 1:41 - loss: 0.1330 - dice_coefficient: 0.9475
Epoch 26: loss did not improve from 0.01867
226/400 [===============>..............] - ETA: 1:40 - loss: 0.1327 - dice_coefficient: 0.9476
Epoch 26: loss did not improve from 0.01867
227/400 [================>.............] - ETA: 1:40 - loss: 0.1324 - dice_coefficient: 0.9475
Epoch 26: loss did not improve from 0.01867
228/400 [================>.............] - ETA: 1:39 - loss: 0.1319 - dice_coefficient: 0.9477
Epoch 26: loss did not improve from 0.01867
229/400 [================>.............] - ETA: 1:39 - loss: 0.1315 - dice_coefficient: 0.9478
Epoch 26: loss did not improve from 0.01867
230/400 [================>.............] - ETA: 1:38 - loss: 0.1312 - dice_coefficient: 0.9478
Epoch 26: loss did not improve from 0.01867
231/400 [================>.............] - ETA: 1:37 - loss: 0.1308 - dice_coefficient: 0.9479
Epoch 26: loss did not improve from 0.01867
232/400 [================>.............] - ETA: 1:37 - loss: 0.1307 - dice_coefficient: 0.9477
Epoch 26: loss did not improve from 0.01867
233/400 [================>.............] - ETA: 1:36 - loss: 0.1302 - dice_coefficient: 0.9478
Epoch 26: loss did not improve from 0.01867
234/400 [================>.............] - ETA: 1:36 - loss: 0.1297 - dice_coefficient: 0.9480
Epoch 26: loss did not improve from 0.01867
235/400 [================>.............] - ETA: 1:35 - loss: 0.1293 - dice_coefficient: 0.9482
Epoch 26: loss did not improve from 0.01867
236/400 [================>.............] - ETA: 1:35 - loss: 0.1289 - dice_coefficient: 0.9482
Epoch 26: loss did not improve from 0.01867
237/400 [================>.............] - ETA: 1:34 - loss: 0.1285 - dice_coefficient: 0.9483
Epoch 26: loss did not improve from 0.01867
238/400 [================>.............] - ETA: 1:33 - loss: 0.1281 - dice_coefficient: 0.9484
Epoch 26: loss did not improve from 0.01867
239/400 [================>.............] - ETA: 1:33 - loss: 0.1277 - dice_coefficient: 0.9486
Epoch 26: loss did not improve from 0.01867
240/400 [=================>............] - ETA: 1:32 - loss: 0.1275 - dice_coefficient: 0.9485
Epoch 26: loss did not improve from 0.01867
241/400 [=================>............] - ETA: 1:32 - loss: 0.1287 - dice_coefficient: 0.9473
Epoch 26: loss did not improve from 0.01867
242/400 [=================>............] - ETA: 1:31 - loss: 0.1283 - dice_coefficient: 0.9474
Epoch 26: loss did not improve from 0.01867
243/400 [=================>............] - ETA: 1:31 - loss: 0.1279 - dice_coefficient: 0.9476
Epoch 26: loss did not improve from 0.01867
244/400 [=================>............] - ETA: 1:30 - loss: 0.1274 - dice_coefficient: 0.9478
Epoch 26: loss did not improve from 0.01867
245/400 [=================>............] - ETA: 1:29 - loss: 0.1270 - dice_coefficient: 0.9479
Epoch 26: loss did not improve from 0.01867
246/400 [=================>............] - ETA: 1:29 - loss: 0.1267 - dice_coefficient: 0.9480
Epoch 26: loss did not improve from 0.01867
247/400 [=================>............] - ETA: 1:28 - loss: 0.1262 - dice_coefficient: 0.9481
Epoch 26: loss did not improve from 0.01867
248/400 [=================>............] - ETA: 1:28 - loss: 0.1260 - dice_coefficient: 0.9482
Epoch 26: loss did not improve from 0.01867
249/400 [=================>............] - ETA: 1:27 - loss: 0.1256 - dice_coefficient: 0.9483
Epoch 26: loss did not improve from 0.01867
250/400 [=================>............] - ETA: 1:27 - loss: 0.1254 - dice_coefficient: 0.9483
Epoch 26: loss did not improve from 0.01867
251/400 [=================>............] - ETA: 1:26 - loss: 0.1253 - dice_coefficient: 0.9481
Epoch 26: loss did not improve from 0.01867
252/400 [=================>............] - ETA: 1:25 - loss: 0.1248 - dice_coefficient: 0.9483
Epoch 26: loss did not improve from 0.01867
253/400 [=================>............] - ETA: 1:25 - loss: 0.1246 - dice_coefficient: 0.9483
Epoch 26: loss did not improve from 0.01867
254/400 [==================>...........] - ETA: 1:24 - loss: 0.1242 - dice_coefficient: 0.9484
Epoch 26: loss did not improve from 0.01867
255/400 [==================>...........] - ETA: 1:24 - loss: 0.1237 - dice_coefficient: 0.9486
Epoch 26: loss did not improve from 0.01867
256/400 [==================>...........] - ETA: 1:23 - loss: 0.1234 - dice_coefficient: 0.9487
Epoch 26: loss did not improve from 0.01867
257/400 [==================>...........] - ETA: 1:22 - loss: 0.1229 - dice_coefficient: 0.9488
Epoch 26: loss did not improve from 0.01867
258/400 [==================>...........] - ETA: 1:22 - loss: 0.1226 - dice_coefficient: 0.9490
Epoch 26: loss did not improve from 0.01867
259/400 [==================>...........] - ETA: 1:21 - loss: 0.1223 - dice_coefficient: 0.9491
Epoch 26: loss did not improve from 0.01867
260/400 [==================>...........] - ETA: 1:21 - loss: 0.1219 - dice_coefficient: 0.9492
Epoch 26: loss did not improve from 0.01867
261/400 [==================>...........] - ETA: 1:20 - loss: 0.1215 - dice_coefficient: 0.9494
Epoch 26: loss did not improve from 0.01867
262/400 [==================>...........] - ETA: 1:20 - loss: 0.1211 - dice_coefficient: 0.9495
Epoch 26: loss did not improve from 0.01867
263/400 [==================>...........] - ETA: 1:19 - loss: 0.1208 - dice_coefficient: 0.9496
Epoch 26: loss did not improve from 0.01867
264/400 [==================>...........] - ETA: 1:18 - loss: 0.1204 - dice_coefficient: 0.9498
Epoch 26: loss did not improve from 0.01867
265/400 [==================>...........] - ETA: 1:18 - loss: 0.1201 - dice_coefficient: 0.9498
Epoch 26: loss did not improve from 0.01867
266/400 [==================>...........] - ETA: 1:17 - loss: 0.1197 - dice_coefficient: 0.9499
Epoch 26: loss did not improve from 0.01867
267/400 [===================>..........] - ETA: 1:17 - loss: 0.1194 - dice_coefficient: 0.9501
Epoch 26: loss did not improve from 0.01867
268/400 [===================>..........] - ETA: 1:16 - loss: 0.1190 - dice_coefficient: 0.9502
Epoch 26: loss did not improve from 0.01867
269/400 [===================>..........] - ETA: 1:15 - loss: 0.1187 - dice_coefficient: 0.9503
Epoch 26: loss did not improve from 0.01867
270/400 [===================>..........] - ETA: 1:15 - loss: 0.1184 - dice_coefficient: 0.9503
Epoch 26: loss did not improve from 0.01867
271/400 [===================>..........] - ETA: 1:14 - loss: 0.1183 - dice_coefficient: 0.9503
Epoch 26: loss did not improve from 0.01867
272/400 [===================>..........] - ETA: 1:14 - loss: 0.1180 - dice_coefficient: 0.9504
Epoch 26: loss did not improve from 0.01867
273/400 [===================>..........] - ETA: 1:13 - loss: 0.1176 - dice_coefficient: 0.9505
Epoch 26: loss did not improve from 0.01867
274/400 [===================>..........] - ETA: 1:12 - loss: 0.1172 - dice_coefficient: 0.9507
Epoch 26: loss did not improve from 0.01867
275/400 [===================>..........] - ETA: 1:12 - loss: 0.1170 - dice_coefficient: 0.9507
Epoch 26: loss did not improve from 0.01867
276/400 [===================>..........] - ETA: 1:11 - loss: 0.1166 - dice_coefficient: 0.9508
Epoch 26: loss did not improve from 0.01867
277/400 [===================>..........] - ETA: 1:11 - loss: 0.1163 - dice_coefficient: 0.9510
Epoch 26: loss did not improve from 0.01867
278/400 [===================>..........] - ETA: 1:10 - loss: 0.1159 - dice_coefficient: 0.9511
Epoch 26: loss did not improve from 0.01867
279/400 [===================>..........] - ETA: 1:10 - loss: 0.1155 - dice_coefficient: 0.9512
Epoch 26: loss did not improve from 0.01867
280/400 [====================>.........] - ETA: 1:09 - loss: 0.1151 - dice_coefficient: 0.9514
Epoch 26: loss did not improve from 0.01867
281/400 [====================>.........] - ETA: 1:08 - loss: 0.1153 - dice_coefficient: 0.9511
Epoch 26: loss did not improve from 0.01867
282/400 [====================>.........] - ETA: 1:08 - loss: 0.1149 - dice_coefficient: 0.9512
Epoch 26: loss did not improve from 0.01867
283/400 [====================>.........] - ETA: 1:07 - loss: 0.1145 - dice_coefficient: 0.9514
Epoch 26: loss did not improve from 0.01867
284/400 [====================>.........] - ETA: 1:07 - loss: 0.1142 - dice_coefficient: 0.9515
Epoch 26: loss did not improve from 0.01867
285/400 [====================>.........] - ETA: 1:06 - loss: 0.1138 - dice_coefficient: 0.9516
Epoch 26: loss did not improve from 0.01867
286/400 [====================>.........] - ETA: 1:06 - loss: 0.1136 - dice_coefficient: 0.9516
Epoch 26: loss did not improve from 0.01867
287/400 [====================>.........] - ETA: 1:05 - loss: 0.1133 - dice_coefficient: 0.9517
Epoch 26: loss did not improve from 0.01867
288/400 [====================>.........] - ETA: 1:04 - loss: 0.1131 - dice_coefficient: 0.9518
Epoch 26: loss did not improve from 0.01867
289/400 [====================>.........] - ETA: 1:04 - loss: 0.1127 - dice_coefficient: 0.9519
Epoch 26: loss did not improve from 0.01867
290/400 [====================>.........] - ETA: 1:03 - loss: 0.1126 - dice_coefficient: 0.9519
Epoch 26: loss did not improve from 0.01867
291/400 [====================>.........] - ETA: 1:03 - loss: 0.1123 - dice_coefficient: 0.9520
Epoch 26: loss did not improve from 0.01867
292/400 [====================>.........] - ETA: 1:02 - loss: 0.1120 - dice_coefficient: 0.9521
Epoch 26: loss did not improve from 0.01867
293/400 [====================>.........] - ETA: 1:01 - loss: 0.1116 - dice_coefficient: 0.9522
Epoch 26: loss did not improve from 0.01867
294/400 [=====================>........] - ETA: 1:01 - loss: 0.1113 - dice_coefficient: 0.9524
Epoch 26: loss did not improve from 0.01867
295/400 [=====================>........] - ETA: 1:00 - loss: 0.1110 - dice_coefficient: 0.9524
Epoch 26: loss did not improve from 0.01867
296/400 [=====================>........] - ETA: 1:00 - loss: 0.1109 - dice_coefficient: 0.9524
Epoch 26: loss did not improve from 0.01867
297/400 [=====================>........] - ETA: 59s - loss: 0.1105 - dice_coefficient: 0.9525 
Epoch 26: loss did not improve from 0.01867
298/400 [=====================>........] - ETA: 59s - loss: 0.1103 - dice_coefficient: 0.9526
Epoch 26: loss did not improve from 0.01867
299/400 [=====================>........] - ETA: 58s - loss: 0.1099 - dice_coefficient: 0.9528
Epoch 26: loss did not improve from 0.01867
300/400 [=====================>........] - ETA: 57s - loss: 0.1096 - dice_coefficient: 0.9529
Epoch 26: loss did not improve from 0.01867
301/400 [=====================>........] - ETA: 57s - loss: 0.1094 - dice_coefficient: 0.9530
Epoch 26: loss did not improve from 0.01867
302/400 [=====================>........] - ETA: 56s - loss: 0.1091 - dice_coefficient: 0.9531
Epoch 26: loss did not improve from 0.01867
303/400 [=====================>........] - ETA: 56s - loss: 0.1089 - dice_coefficient: 0.9531
Epoch 26: loss did not improve from 0.01867
304/400 [=====================>........] - ETA: 55s - loss: 0.1091 - dice_coefficient: 0.9528
Epoch 26: loss did not improve from 0.01867
305/400 [=====================>........] - ETA: 54s - loss: 0.1088 - dice_coefficient: 0.9530
Epoch 26: loss did not improve from 0.01867
306/400 [=====================>........] - ETA: 54s - loss: 0.1087 - dice_coefficient: 0.9529
Epoch 26: loss did not improve from 0.01867
307/400 [======================>.......] - ETA: 53s - loss: 0.1083 - dice_coefficient: 0.9531
Epoch 26: loss did not improve from 0.01867
308/400 [======================>.......] - ETA: 53s - loss: 0.1080 - dice_coefficient: 0.9532
Epoch 26: loss did not improve from 0.01867
309/400 [======================>.......] - ETA: 52s - loss: 0.1078 - dice_coefficient: 0.9532
Epoch 26: loss did not improve from 0.01867
310/400 [======================>.......] - ETA: 52s - loss: 0.1075 - dice_coefficient: 0.9534
Epoch 26: loss did not improve from 0.01867
311/400 [======================>.......] - ETA: 51s - loss: 0.1072 - dice_coefficient: 0.9535
Epoch 26: loss did not improve from 0.01867
312/400 [======================>.......] - ETA: 50s - loss: 0.1069 - dice_coefficient: 0.9536
Epoch 26: loss did not improve from 0.01867
313/400 [======================>.......] - ETA: 50s - loss: 0.1067 - dice_coefficient: 0.9537
Epoch 26: loss did not improve from 0.01867
314/400 [======================>.......] - ETA: 49s - loss: 0.1064 - dice_coefficient: 0.9538
Epoch 26: loss did not improve from 0.01867
315/400 [======================>.......] - ETA: 49s - loss: 0.1062 - dice_coefficient: 0.9539
Epoch 26: loss did not improve from 0.01867
316/400 [======================>.......] - ETA: 48s - loss: 0.1059 - dice_coefficient: 0.9539
Epoch 26: loss did not improve from 0.01867
317/400 [======================>.......] - ETA: 48s - loss: 0.1060 - dice_coefficient: 0.9537
Epoch 26: loss did not improve from 0.01867
318/400 [======================>.......] - ETA: 47s - loss: 0.1057 - dice_coefficient: 0.9538
Epoch 26: loss did not improve from 0.01867
319/400 [======================>.......] - ETA: 46s - loss: 0.1058 - dice_coefficient: 0.9536
Epoch 26: loss did not improve from 0.01867
320/400 [=======================>......] - ETA: 46s - loss: 0.1055 - dice_coefficient: 0.9537
Epoch 26: loss did not improve from 0.01867
321/400 [=======================>......] - ETA: 45s - loss: 0.1058 - dice_coefficient: 0.9533
Epoch 26: loss did not improve from 0.01867
322/400 [=======================>......] - ETA: 45s - loss: 0.1056 - dice_coefficient: 0.9534
Epoch 26: loss did not improve from 0.01867
323/400 [=======================>......] - ETA: 44s - loss: 0.1053 - dice_coefficient: 0.9535
Epoch 26: loss did not improve from 0.01867
324/400 [=======================>......] - ETA: 44s - loss: 0.1051 - dice_coefficient: 0.9536
Epoch 26: loss did not improve from 0.01867
325/400 [=======================>......] - ETA: 43s - loss: 0.1049 - dice_coefficient: 0.9537
Epoch 26: loss did not improve from 0.01867
326/400 [=======================>......] - ETA: 42s - loss: 0.1046 - dice_coefficient: 0.9538
Epoch 26: loss did not improve from 0.01867
327/400 [=======================>......] - ETA: 42s - loss: 0.1043 - dice_coefficient: 0.9539
Epoch 26: loss did not improve from 0.01867
328/400 [=======================>......] - ETA: 41s - loss: 0.1043 - dice_coefficient: 0.9537
Epoch 26: loss did not improve from 0.01867
329/400 [=======================>......] - ETA: 41s - loss: 0.1049 - dice_coefficient: 0.9531
Epoch 26: loss did not improve from 0.01867
330/400 [=======================>......] - ETA: 40s - loss: 0.1047 - dice_coefficient: 0.9532
Epoch 26: loss did not improve from 0.01867
331/400 [=======================>......] - ETA: 40s - loss: 0.1045 - dice_coefficient: 0.9532
Epoch 26: loss did not improve from 0.01867
332/400 [=======================>......] - ETA: 39s - loss: 0.1042 - dice_coefficient: 0.9533
Epoch 26: loss did not improve from 0.01867
333/400 [=======================>......] - ETA: 38s - loss: 0.1040 - dice_coefficient: 0.9533
Epoch 26: loss did not improve from 0.01867
334/400 [========================>.....] - ETA: 38s - loss: 0.1038 - dice_coefficient: 0.9534
Epoch 26: loss did not improve from 0.01867
335/400 [========================>.....] - ETA: 37s - loss: 0.1036 - dice_coefficient: 0.9534
Epoch 26: loss did not improve from 0.01867
336/400 [========================>.....] - ETA: 37s - loss: 0.1034 - dice_coefficient: 0.9535
Epoch 26: loss did not improve from 0.01867
337/400 [========================>.....] - ETA: 36s - loss: 0.1031 - dice_coefficient: 0.9536
Epoch 26: loss did not improve from 0.01867
338/400 [========================>.....] - ETA: 36s - loss: 0.1029 - dice_coefficient: 0.9537
Epoch 26: loss did not improve from 0.01867
339/400 [========================>.....] - ETA: 35s - loss: 0.1026 - dice_coefficient: 0.9538
Epoch 26: loss did not improve from 0.01867
340/400 [========================>.....] - ETA: 34s - loss: 0.1024 - dice_coefficient: 0.9539
Epoch 26: loss did not improve from 0.01867
341/400 [========================>.....] - ETA: 34s - loss: 0.1024 - dice_coefficient: 0.9538
Epoch 26: loss did not improve from 0.01867
342/400 [========================>.....] - ETA: 33s - loss: 0.1023 - dice_coefficient: 0.9537
Epoch 26: loss did not improve from 0.01867
343/400 [========================>.....] - ETA: 33s - loss: 0.1021 - dice_coefficient: 0.9538
Epoch 26: loss did not improve from 0.01867
344/400 [========================>.....] - ETA: 32s - loss: 0.1019 - dice_coefficient: 0.9539
Epoch 26: loss did not improve from 0.01867
345/400 [========================>.....] - ETA: 31s - loss: 0.1016 - dice_coefficient: 0.9540
Epoch 26: loss did not improve from 0.01867
346/400 [========================>.....] - ETA: 31s - loss: 0.1014 - dice_coefficient: 0.9541
Epoch 26: loss did not improve from 0.01867
347/400 [=========================>....] - ETA: 30s - loss: 0.1014 - dice_coefficient: 0.9540
Epoch 26: loss did not improve from 0.01867
348/400 [=========================>....] - ETA: 30s - loss: 0.1011 - dice_coefficient: 0.9541
Epoch 26: loss did not improve from 0.01867
349/400 [=========================>....] - ETA: 29s - loss: 0.1009 - dice_coefficient: 0.9541
Epoch 26: loss did not improve from 0.01867
350/400 [=========================>....] - ETA: 29s - loss: 0.1008 - dice_coefficient: 0.9541
Epoch 26: loss did not improve from 0.01867
351/400 [=========================>....] - ETA: 28s - loss: 0.1006 - dice_coefficient: 0.9541
Epoch 26: loss did not improve from 0.01867
352/400 [=========================>....] - ETA: 27s - loss: 0.1006 - dice_coefficient: 0.9541
Epoch 26: loss did not improve from 0.01867
353/400 [=========================>....] - ETA: 27s - loss: 0.1003 - dice_coefficient: 0.9541
Epoch 26: loss did not improve from 0.01867
354/400 [=========================>....] - ETA: 26s - loss: 0.1001 - dice_coefficient: 0.9542
Epoch 26: loss did not improve from 0.01867
355/400 [=========================>....] - ETA: 26s - loss: 0.1000 - dice_coefficient: 0.9543
Epoch 26: loss did not improve from 0.01867
356/400 [=========================>....] - ETA: 25s - loss: 0.1002 - dice_coefficient: 0.9539
Epoch 26: loss did not improve from 0.01867
357/400 [=========================>....] - ETA: 24s - loss: 0.1000 - dice_coefficient: 0.9540
Epoch 26: loss did not improve from 0.01867
358/400 [=========================>....] - ETA: 24s - loss: 0.0998 - dice_coefficient: 0.9541
Epoch 26: loss did not improve from 0.01867
359/400 [=========================>....] - ETA: 23s - loss: 0.0997 - dice_coefficient: 0.9541
Epoch 26: loss did not improve from 0.01867
360/400 [==========================>...] - ETA: 23s - loss: 0.0995 - dice_coefficient: 0.9542
Epoch 26: loss did not improve from 0.01867
361/400 [==========================>...] - ETA: 22s - loss: 0.0992 - dice_coefficient: 0.9543
Epoch 26: loss did not improve from 0.01867
362/400 [==========================>...] - ETA: 22s - loss: 0.0990 - dice_coefficient: 0.9543
Epoch 26: loss did not improve from 0.01867
363/400 [==========================>...] - ETA: 21s - loss: 0.0994 - dice_coefficient: 0.9539
Epoch 26: loss did not improve from 0.01867
364/400 [==========================>...] - ETA: 20s - loss: 0.0995 - dice_coefficient: 0.9537
Epoch 26: loss did not improve from 0.01867
365/400 [==========================>...] - ETA: 20s - loss: 0.0993 - dice_coefficient: 0.9538
Epoch 26: loss did not improve from 0.01867
366/400 [==========================>...] - ETA: 19s - loss: 0.0990 - dice_coefficient: 0.9539
Epoch 26: loss did not improve from 0.01867
367/400 [==========================>...] - ETA: 19s - loss: 0.0989 - dice_coefficient: 0.9539
Epoch 26: loss did not improve from 0.01867
368/400 [==========================>...] - ETA: 18s - loss: 0.0987 - dice_coefficient: 0.9540
Epoch 26: loss did not improve from 0.01867
369/400 [==========================>...] - ETA: 18s - loss: 0.0985 - dice_coefficient: 0.9541
Epoch 26: loss did not improve from 0.01867
370/400 [==========================>...] - ETA: 17s - loss: 0.0984 - dice_coefficient: 0.9541
Epoch 26: loss did not improve from 0.01867
371/400 [==========================>...] - ETA: 16s - loss: 0.0981 - dice_coefficient: 0.9542
Epoch 26: loss did not improve from 0.01867
372/400 [==========================>...] - ETA: 16s - loss: 0.0980 - dice_coefficient: 0.9542
Epoch 26: loss did not improve from 0.01867
373/400 [==========================>...] - ETA: 15s - loss: 0.0977 - dice_coefficient: 0.9543
Epoch 26: loss did not improve from 0.01867
374/400 [===========================>..] - ETA: 15s - loss: 0.0976 - dice_coefficient: 0.9543
Epoch 26: loss did not improve from 0.01867
375/400 [===========================>..] - ETA: 14s - loss: 0.0978 - dice_coefficient: 0.9541
Epoch 26: loss did not improve from 0.01867
376/400 [===========================>..] - ETA: 13s - loss: 0.0976 - dice_coefficient: 0.9542
Epoch 26: loss did not improve from 0.01867
377/400 [===========================>..] - ETA: 13s - loss: 0.0975 - dice_coefficient: 0.9542
Epoch 26: loss did not improve from 0.01867
378/400 [===========================>..] - ETA: 12s - loss: 0.0973 - dice_coefficient: 0.9542
Epoch 26: loss did not improve from 0.01867
379/400 [===========================>..] - ETA: 12s - loss: 0.0975 - dice_coefficient: 0.9540
Epoch 26: loss did not improve from 0.01867
380/400 [===========================>..] - ETA: 11s - loss: 0.0973 - dice_coefficient: 0.9541
Epoch 26: loss did not improve from 0.01867
381/400 [===========================>..] - ETA: 11s - loss: 0.0971 - dice_coefficient: 0.9542
Epoch 26: loss did not improve from 0.01867
382/400 [===========================>..] - ETA: 10s - loss: 0.0970 - dice_coefficient: 0.9542
Epoch 26: loss did not improve from 0.01867
383/400 [===========================>..] - ETA: 9s - loss: 0.0968 - dice_coefficient: 0.9543 
Epoch 26: loss did not improve from 0.01867
384/400 [===========================>..] - ETA: 9s - loss: 0.0966 - dice_coefficient: 0.9543
Epoch 26: loss did not improve from 0.01867
385/400 [===========================>..] - ETA: 8s - loss: 0.0964 - dice_coefficient: 0.9544
Epoch 26: loss did not improve from 0.01867
386/400 [===========================>..] - ETA: 8s - loss: 0.0962 - dice_coefficient: 0.9545
Epoch 26: loss did not improve from 0.01867
387/400 [============================>.] - ETA: 7s - loss: 0.0960 - dice_coefficient: 0.9546
Epoch 26: loss did not improve from 0.01867
388/400 [============================>.] - ETA: 6s - loss: 0.0958 - dice_coefficient: 0.9546
Epoch 26: loss did not improve from 0.01867
389/400 [============================>.] - ETA: 6s - loss: 0.0956 - dice_coefficient: 0.9547
Epoch 26: loss did not improve from 0.01867
390/400 [============================>.] - ETA: 5s - loss: 0.0954 - dice_coefficient: 0.9548
Epoch 26: loss did not improve from 0.01867
391/400 [============================>.] - ETA: 5s - loss: 0.0952 - dice_coefficient: 0.9549
Epoch 26: loss did not improve from 0.01867
392/400 [============================>.] - ETA: 4s - loss: 0.0951 - dice_coefficient: 0.9549
Epoch 26: loss did not improve from 0.01867
393/400 [============================>.] - ETA: 4s - loss: 0.0949 - dice_coefficient: 0.9550
Epoch 26: loss did not improve from 0.01867
394/400 [============================>.] - ETA: 3s - loss: 0.0947 - dice_coefficient: 0.9551
Epoch 26: loss did not improve from 0.01867
395/400 [============================>.] - ETA: 2s - loss: 0.0945 - dice_coefficient: 0.9551
Epoch 26: loss did not improve from 0.01867
396/400 [============================>.] - ETA: 2s - loss: 0.0944 - dice_coefficient: 0.9552
Epoch 26: loss did not improve from 0.01867
397/400 [============================>.] - ETA: 1s - loss: 0.0942 - dice_coefficient: 0.9552
Epoch 26: loss did not improve from 0.01867
398/400 [============================>.] - ETA: 1s - loss: 0.0941 - dice_coefficient: 0.9553
Epoch 26: loss did not improve from 0.01867
399/400 [============================>.] - ETA: 0s - loss: 0.0939 - dice_coefficient: 0.9553
Epoch 26: loss did not improve from 0.01867
400/400 [==============================] - 233s 583ms/step - loss: 0.0938 - dice_coefficient: 0.9553 - val_loss: 0.7143 - val_dice_coefficient: 0.6671 - lr: 1.0000e-06
Epoch 27/30

Epoch 27: loss did not improve from 0.01867
  1/400 [..............................] - ETA: 3:48 - loss: 0.2538 - dice_coefficient: 0.7876
Epoch 27: loss did not improve from 0.01867
  2/400 [..............................] - ETA: 3:44 - loss: 0.1341 - dice_coefficient: 0.8879
Epoch 27: loss did not improve from 0.01867
  3/400 [..............................] - ETA: 3:46 - loss: 0.1016 - dice_coefficient: 0.9171
Epoch 27: loss did not improve from 0.01867
  4/400 [..............................] - ETA: 3:46 - loss: 0.0800 - dice_coefficient: 0.9348
Epoch 27: loss did not improve from 0.01867
  5/400 [..............................] - ETA: 3:45 - loss: 0.0863 - dice_coefficient: 0.9385
Epoch 27: loss did not improve from 0.01867
  6/400 [..............................] - ETA: 3:44 - loss: 0.0838 - dice_coefficient: 0.9380
Epoch 27: loss did not improve from 0.01867
  7/400 [..............................] - ETA: 3:43 - loss: 0.0756 - dice_coefficient: 0.9442
Epoch 27: loss did not improve from 0.01867
  8/400 [..............................] - ETA: 3:43 - loss: 0.0682 - dice_coefficient: 0.9495
Epoch 27: loss did not improve from 0.01867
  9/400 [..............................] - ETA: 3:43 - loss: 0.0664 - dice_coefficient: 0.9497
Epoch 27: loss did not improve from 0.01867
 10/400 [..............................] - ETA: 3:42 - loss: 0.0960 - dice_coefficient: 0.9257
Epoch 27: loss did not improve from 0.01867
 11/400 [..............................] - ETA: 3:41 - loss: 0.0890 - dice_coefficient: 0.9311
Epoch 27: loss did not improve from 0.01867
 12/400 [..............................] - ETA: 3:41 - loss: 0.0830 - dice_coefficient: 0.9357
Epoch 27: loss did not improve from 0.01867
 13/400 [..............................] - ETA: 3:41 - loss: 0.0800 - dice_coefficient: 0.9378
Epoch 27: loss did not improve from 0.01867
 14/400 [>.............................] - ETA: 3:40 - loss: 0.0762 - dice_coefficient: 0.9407
Epoch 27: loss did not improve from 0.01867
 15/400 [>.............................] - ETA: 3:39 - loss: 0.0904 - dice_coefficient: 0.9282
Epoch 27: loss did not improve from 0.01867
 16/400 [>.............................] - ETA: 3:39 - loss: 0.0855 - dice_coefficient: 0.9321
Epoch 27: loss did not improve from 0.01867
 17/400 [>.............................] - ETA: 3:39 - loss: 0.0825 - dice_coefficient: 0.9351
Epoch 27: loss did not improve from 0.01867
 18/400 [>.............................] - ETA: 3:39 - loss: 0.0818 - dice_coefficient: 0.9364
Epoch 27: loss did not improve from 0.01867
 19/400 [>.............................] - ETA: 3:39 - loss: 0.0801 - dice_coefficient: 0.9376
Epoch 27: loss did not improve from 0.01867
 20/400 [>.............................] - ETA: 3:39 - loss: 0.0821 - dice_coefficient: 0.9357
Epoch 27: loss did not improve from 0.01867
 21/400 [>.............................] - ETA: 3:39 - loss: 0.0792 - dice_coefficient: 0.9381
Epoch 27: loss did not improve from 0.01867
 22/400 [>.............................] - ETA: 3:39 - loss: 0.0766 - dice_coefficient: 0.9401
Epoch 27: loss did not improve from 0.01867
 23/400 [>.............................] - ETA: 3:39 - loss: 0.0740 - dice_coefficient: 0.9420
Epoch 27: loss did not improve from 0.01867
 24/400 [>.............................] - ETA: 3:39 - loss: 0.0725 - dice_coefficient: 0.9435
Epoch 27: loss did not improve from 0.01867
 25/400 [>.............................] - ETA: 3:39 - loss: 0.0760 - dice_coefficient: 0.9400
Epoch 27: loss did not improve from 0.01867
 26/400 [>.............................] - ETA: 3:39 - loss: 0.0752 - dice_coefficient: 0.9413
Epoch 27: loss did not improve from 0.01867
 27/400 [=>............................] - ETA: 3:38 - loss: 0.0728 - dice_coefficient: 0.9432
Epoch 27: loss did not improve from 0.01867
 28/400 [=>............................] - ETA: 3:38 - loss: 0.0812 - dice_coefficient: 0.9372
Epoch 27: loss did not improve from 0.01867
 29/400 [=>............................] - ETA: 3:38 - loss: 0.0792 - dice_coefficient: 0.9389
Epoch 27: loss did not improve from 0.01867
 30/400 [=>............................] - ETA: 3:37 - loss: 0.0781 - dice_coefficient: 0.9399
Epoch 27: loss did not improve from 0.01867
 31/400 [=>............................] - ETA: 3:37 - loss: 0.0759 - dice_coefficient: 0.9415
Epoch 27: loss did not improve from 0.01867
 32/400 [=>............................] - ETA: 3:36 - loss: 0.0738 - dice_coefficient: 0.9432
Epoch 27: loss did not improve from 0.01867
 33/400 [=>............................] - ETA: 3:35 - loss: 0.0811 - dice_coefficient: 0.9369
Epoch 27: loss did not improve from 0.01867
 34/400 [=>............................] - ETA: 3:35 - loss: 0.0810 - dice_coefficient: 0.9368
Epoch 27: loss did not improve from 0.01867
 35/400 [=>............................] - ETA: 3:35 - loss: 0.0797 - dice_coefficient: 0.9378
Epoch 27: loss did not improve from 0.01867
 36/400 [=>............................] - ETA: 3:34 - loss: 0.0788 - dice_coefficient: 0.9384
Epoch 27: loss did not improve from 0.01867
 37/400 [=>............................] - ETA: 3:33 - loss: 0.0770 - dice_coefficient: 0.9399
Epoch 27: loss did not improve from 0.01867
 38/400 [=>............................] - ETA: 3:33 - loss: 0.0758 - dice_coefficient: 0.9408
Epoch 27: loss did not improve from 0.01867
 39/400 [=>............................] - ETA: 3:32 - loss: 0.0764 - dice_coefficient: 0.9402
Epoch 27: loss did not improve from 0.01867
 40/400 [==>...........................] - ETA: 3:31 - loss: 0.0826 - dice_coefficient: 0.9353
Epoch 27: loss did not improve from 0.01867
 41/400 [==>...........................] - ETA: 3:30 - loss: 0.0808 - dice_coefficient: 0.9368
Epoch 27: loss did not improve from 0.01867
 42/400 [==>...........................] - ETA: 3:30 - loss: 0.0804 - dice_coefficient: 0.9374
Epoch 27: loss did not improve from 0.01867
 43/400 [==>...........................] - ETA: 3:29 - loss: 0.0790 - dice_coefficient: 0.9386
Epoch 27: loss did not improve from 0.01867
 44/400 [==>...........................] - ETA: 3:28 - loss: 0.0798 - dice_coefficient: 0.9380
Epoch 27: loss did not improve from 0.01867
 45/400 [==>...........................] - ETA: 3:28 - loss: 0.0783 - dice_coefficient: 0.9392
Epoch 27: loss did not improve from 0.01867
 46/400 [==>...........................] - ETA: 3:27 - loss: 0.0777 - dice_coefficient: 0.9395
Epoch 27: loss did not improve from 0.01867
 47/400 [==>...........................] - ETA: 3:26 - loss: 0.0774 - dice_coefficient: 0.9396
Epoch 27: loss did not improve from 0.01867
 48/400 [==>...........................] - ETA: 3:26 - loss: 0.0772 - dice_coefficient: 0.9396
Epoch 27: loss did not improve from 0.01867
 49/400 [==>...........................] - ETA: 3:25 - loss: 0.0758 - dice_coefficient: 0.9406
Epoch 27: loss did not improve from 0.01867
 50/400 [==>...........................] - ETA: 3:24 - loss: 0.0758 - dice_coefficient: 0.9405
Epoch 27: loss did not improve from 0.01867
 51/400 [==>...........................] - ETA: 3:24 - loss: 0.0752 - dice_coefficient: 0.9413
Epoch 27: loss did not improve from 0.01867
 52/400 [==>...........................] - ETA: 3:23 - loss: 0.0744 - dice_coefficient: 0.9419
Epoch 27: loss did not improve from 0.01867
 53/400 [==>...........................] - ETA: 3:22 - loss: 0.0740 - dice_coefficient: 0.9421
Epoch 27: loss did not improve from 0.01867
 54/400 [===>..........................] - ETA: 3:22 - loss: 0.0754 - dice_coefficient: 0.9420
Epoch 27: loss did not improve from 0.01867
 55/400 [===>..........................] - ETA: 3:21 - loss: 0.0741 - dice_coefficient: 0.9429
Epoch 27: loss did not improve from 0.01867
 56/400 [===>..........................] - ETA: 3:20 - loss: 0.0729 - dice_coefficient: 0.9439
Epoch 27: loss did not improve from 0.01867
 57/400 [===>..........................] - ETA: 3:20 - loss: 0.0719 - dice_coefficient: 0.9447
Epoch 27: loss did not improve from 0.01867
 58/400 [===>..........................] - ETA: 3:19 - loss: 0.0710 - dice_coefficient: 0.9453
Epoch 27: loss did not improve from 0.01867
 59/400 [===>..........................] - ETA: 3:18 - loss: 0.0702 - dice_coefficient: 0.9459
Epoch 27: loss did not improve from 0.01867
 60/400 [===>..........................] - ETA: 3:18 - loss: 0.0702 - dice_coefficient: 0.9459
Epoch 27: loss did not improve from 0.01867
 61/400 [===>..........................] - ETA: 3:17 - loss: 0.0693 - dice_coefficient: 0.9466
Epoch 27: loss did not improve from 0.01867
 62/400 [===>..........................] - ETA: 3:16 - loss: 0.0694 - dice_coefficient: 0.9468
Epoch 27: loss did not improve from 0.01867
 63/400 [===>..........................] - ETA: 3:16 - loss: 0.0685 - dice_coefficient: 0.9475
Epoch 27: loss did not improve from 0.01867
 64/400 [===>..........................] - ETA: 3:15 - loss: 0.0679 - dice_coefficient: 0.9479
Epoch 27: loss did not improve from 0.01867
 65/400 [===>..........................] - ETA: 3:14 - loss: 0.0671 - dice_coefficient: 0.9485
Epoch 27: loss did not improve from 0.01867
 66/400 [===>..........................] - ETA: 3:14 - loss: 0.0665 - dice_coefficient: 0.9491
Epoch 27: loss did not improve from 0.01867
 67/400 [====>.........................] - ETA: 3:13 - loss: 0.0660 - dice_coefficient: 0.9495
Epoch 27: loss did not improve from 0.01867
 68/400 [====>.........................] - ETA: 3:13 - loss: 0.0652 - dice_coefficient: 0.9501
Epoch 27: loss did not improve from 0.01867
 69/400 [====>.........................] - ETA: 3:12 - loss: 0.0741 - dice_coefficient: 0.9439
Epoch 27: loss did not improve from 0.01867
 70/400 [====>.........................] - ETA: 3:11 - loss: 0.0732 - dice_coefficient: 0.9446
Epoch 27: loss did not improve from 0.01867
 71/400 [====>.........................] - ETA: 3:11 - loss: 0.0724 - dice_coefficient: 0.9453
Epoch 27: loss did not improve from 0.01867
 72/400 [====>.........................] - ETA: 3:10 - loss: 0.0717 - dice_coefficient: 0.9458
Epoch 27: loss did not improve from 0.01867
 73/400 [====>.........................] - ETA: 3:10 - loss: 0.0712 - dice_coefficient: 0.9462
Epoch 27: loss did not improve from 0.01867
 74/400 [====>.........................] - ETA: 3:09 - loss: 0.0756 - dice_coefficient: 0.9426
Epoch 27: loss did not improve from 0.01867
 75/400 [====>.........................] - ETA: 3:08 - loss: 0.0749 - dice_coefficient: 0.9431
Epoch 27: loss did not improve from 0.01867
 76/400 [====>.........................] - ETA: 3:08 - loss: 0.0743 - dice_coefficient: 0.9436
Epoch 27: loss did not improve from 0.01867
 77/400 [====>.........................] - ETA: 3:07 - loss: 0.0738 - dice_coefficient: 0.9439
Epoch 27: loss did not improve from 0.01867
 78/400 [====>.........................] - ETA: 3:06 - loss: 0.0730 - dice_coefficient: 0.9445
Epoch 27: loss did not improve from 0.01867
 79/400 [====>.........................] - ETA: 3:06 - loss: 0.0723 - dice_coefficient: 0.9450
Epoch 27: loss did not improve from 0.01867
 80/400 [=====>........................] - ETA: 3:05 - loss: 0.0716 - dice_coefficient: 0.9455
Epoch 27: loss did not improve from 0.01867
 81/400 [=====>........................] - ETA: 3:05 - loss: 0.0708 - dice_coefficient: 0.9461
Epoch 27: loss did not improve from 0.01867
 82/400 [=====>........................] - ETA: 3:04 - loss: 0.0704 - dice_coefficient: 0.9466
Epoch 27: loss did not improve from 0.01867
 83/400 [=====>........................] - ETA: 3:03 - loss: 0.0699 - dice_coefficient: 0.9469
Epoch 27: loss did not improve from 0.01867
 84/400 [=====>........................] - ETA: 3:03 - loss: 0.0693 - dice_coefficient: 0.9474
Epoch 27: loss did not improve from 0.01867
 85/400 [=====>........................] - ETA: 3:02 - loss: 0.0687 - dice_coefficient: 0.9478
Epoch 27: loss did not improve from 0.01867
 86/400 [=====>........................] - ETA: 3:02 - loss: 0.0685 - dice_coefficient: 0.9478
Epoch 27: loss did not improve from 0.01867
 87/400 [=====>........................] - ETA: 3:01 - loss: 0.0680 - dice_coefficient: 0.9482
Epoch 27: loss did not improve from 0.01867
 88/400 [=====>........................] - ETA: 3:00 - loss: 0.0677 - dice_coefficient: 0.9484
Epoch 27: loss did not improve from 0.01867
 89/400 [=====>........................] - ETA: 3:00 - loss: 0.0675 - dice_coefficient: 0.9488
Epoch 27: loss did not improve from 0.01867
 90/400 [=====>........................] - ETA: 2:59 - loss: 0.0701 - dice_coefficient: 0.9468
Epoch 27: loss did not improve from 0.01867
 91/400 [=====>........................] - ETA: 2:59 - loss: 0.0701 - dice_coefficient: 0.9467
Epoch 27: loss did not improve from 0.01867
 92/400 [=====>........................] - ETA: 2:58 - loss: 0.0711 - dice_coefficient: 0.9458
Epoch 27: loss did not improve from 0.01867
 93/400 [=====>........................] - ETA: 2:57 - loss: 0.0704 - dice_coefficient: 0.9463
Epoch 27: loss did not improve from 0.01867
 94/400 [======>.......................] - ETA: 2:57 - loss: 0.0700 - dice_coefficient: 0.9467
Epoch 27: loss did not improve from 0.01867
 95/400 [======>.......................] - ETA: 2:56 - loss: 0.0697 - dice_coefficient: 0.9468
Epoch 27: loss did not improve from 0.01867
 96/400 [======>.......................] - ETA: 2:56 - loss: 0.0694 - dice_coefficient: 0.9470
Epoch 27: loss did not improve from 0.01867
 97/400 [======>.......................] - ETA: 2:55 - loss: 0.0688 - dice_coefficient: 0.9474
Epoch 27: loss did not improve from 0.01867
 98/400 [======>.......................] - ETA: 2:54 - loss: 0.0691 - dice_coefficient: 0.9470
Epoch 27: loss did not improve from 0.01867
 99/400 [======>.......................] - ETA: 2:54 - loss: 0.0687 - dice_coefficient: 0.9473
Epoch 27: loss did not improve from 0.01867
100/400 [======>.......................] - ETA: 2:53 - loss: 0.0684 - dice_coefficient: 0.9475
Epoch 27: loss did not improve from 0.01867
101/400 [======>.......................] - ETA: 2:53 - loss: 0.0695 - dice_coefficient: 0.9467
Epoch 27: loss did not improve from 0.01867
102/400 [======>.......................] - ETA: 2:52 - loss: 0.0694 - dice_coefficient: 0.9467
Epoch 27: loss did not improve from 0.01867
103/400 [======>.......................] - ETA: 2:51 - loss: 0.0691 - dice_coefficient: 0.9470
Epoch 27: loss did not improve from 0.01867
104/400 [======>.......................] - ETA: 2:51 - loss: 0.0688 - dice_coefficient: 0.9472
Epoch 27: loss did not improve from 0.01867
105/400 [======>.......................] - ETA: 2:50 - loss: 0.0686 - dice_coefficient: 0.9473
Epoch 27: loss did not improve from 0.01867
106/400 [======>.......................] - ETA: 2:50 - loss: 0.0681 - dice_coefficient: 0.9477
Epoch 27: loss did not improve from 0.01867
107/400 [=======>......................] - ETA: 2:49 - loss: 0.0710 - dice_coefficient: 0.9453
Epoch 27: loss did not improve from 0.01867
108/400 [=======>......................] - ETA: 2:48 - loss: 0.0708 - dice_coefficient: 0.9454
Epoch 27: loss did not improve from 0.01867
109/400 [=======>......................] - ETA: 2:48 - loss: 0.0702 - dice_coefficient: 0.9459
Epoch 27: loss did not improve from 0.01867
110/400 [=======>......................] - ETA: 2:47 - loss: 0.0699 - dice_coefficient: 0.9461
Epoch 27: loss did not improve from 0.01867
111/400 [=======>......................] - ETA: 2:47 - loss: 0.0701 - dice_coefficient: 0.9461
Epoch 27: loss did not improve from 0.01867
112/400 [=======>......................] - ETA: 2:46 - loss: 0.0698 - dice_coefficient: 0.9462
Epoch 27: loss did not improve from 0.01867
113/400 [=======>......................] - ETA: 2:45 - loss: 0.0694 - dice_coefficient: 0.9465
Epoch 27: loss did not improve from 0.01867
114/400 [=======>......................] - ETA: 2:45 - loss: 0.0697 - dice_coefficient: 0.9462
Epoch 27: loss did not improve from 0.01867
115/400 [=======>......................] - ETA: 2:44 - loss: 0.0692 - dice_coefficient: 0.9466
Epoch 27: loss did not improve from 0.01867
116/400 [=======>......................] - ETA: 2:44 - loss: 0.0686 - dice_coefficient: 0.9470
Epoch 27: loss did not improve from 0.01867
117/400 [=======>......................] - ETA: 2:43 - loss: 0.0683 - dice_coefficient: 0.9473
Epoch 27: loss did not improve from 0.01867
118/400 [=======>......................] - ETA: 2:42 - loss: 0.0681 - dice_coefficient: 0.9476
Epoch 27: loss did not improve from 0.01867
119/400 [=======>......................] - ETA: 2:42 - loss: 0.0677 - dice_coefficient: 0.9479
Epoch 27: loss did not improve from 0.01867
120/400 [========>.....................] - ETA: 2:41 - loss: 0.0672 - dice_coefficient: 0.9482
Epoch 27: loss did not improve from 0.01867
121/400 [========>.....................] - ETA: 2:41 - loss: 0.0668 - dice_coefficient: 0.9485
Epoch 27: loss did not improve from 0.01867
122/400 [========>.....................] - ETA: 2:40 - loss: 0.0669 - dice_coefficient: 0.9484
Epoch 27: loss did not improve from 0.01867
123/400 [========>.....................] - ETA: 2:40 - loss: 0.0666 - dice_coefficient: 0.9485
Epoch 27: loss did not improve from 0.01867
124/400 [========>.....................] - ETA: 2:39 - loss: 0.0673 - dice_coefficient: 0.9479
Epoch 27: loss did not improve from 0.01867
125/400 [========>.....................] - ETA: 2:38 - loss: 0.0671 - dice_coefficient: 0.9481
Epoch 27: loss did not improve from 0.01867
126/400 [========>.....................] - ETA: 2:38 - loss: 0.0666 - dice_coefficient: 0.9484
Epoch 27: loss did not improve from 0.01867
127/400 [========>.....................] - ETA: 2:37 - loss: 0.0662 - dice_coefficient: 0.9487
Epoch 27: loss did not improve from 0.01867
128/400 [========>.....................] - ETA: 2:37 - loss: 0.0661 - dice_coefficient: 0.9488
Epoch 27: loss did not improve from 0.01867
129/400 [========>.....................] - ETA: 2:36 - loss: 0.0658 - dice_coefficient: 0.9491
Epoch 27: loss did not improve from 0.01867
130/400 [========>.....................] - ETA: 2:35 - loss: 0.0658 - dice_coefficient: 0.9490
Epoch 27: loss did not improve from 0.01867
131/400 [========>.....................] - ETA: 2:35 - loss: 0.0656 - dice_coefficient: 0.9493
Epoch 27: loss did not improve from 0.01867
132/400 [========>.....................] - ETA: 2:34 - loss: 0.0652 - dice_coefficient: 0.9496
Epoch 27: loss did not improve from 0.01867
133/400 [========>.....................] - ETA: 2:34 - loss: 0.0650 - dice_coefficient: 0.9497
Epoch 27: loss did not improve from 0.01867
134/400 [=========>....................] - ETA: 2:33 - loss: 0.0646 - dice_coefficient: 0.9500
Epoch 27: loss did not improve from 0.01867
135/400 [=========>....................] - ETA: 2:33 - loss: 0.0644 - dice_coefficient: 0.9502
Epoch 27: loss did not improve from 0.01867
136/400 [=========>....................] - ETA: 2:32 - loss: 0.0642 - dice_coefficient: 0.9504
Epoch 27: loss did not improve from 0.01867
137/400 [=========>....................] - ETA: 2:31 - loss: 0.0638 - dice_coefficient: 0.9507
Epoch 27: loss did not improve from 0.01867
138/400 [=========>....................] - ETA: 2:31 - loss: 0.0637 - dice_coefficient: 0.9508
Epoch 27: loss did not improve from 0.01867
139/400 [=========>....................] - ETA: 2:30 - loss: 0.0633 - dice_coefficient: 0.9511
Epoch 27: loss did not improve from 0.01867
140/400 [=========>....................] - ETA: 2:30 - loss: 0.0630 - dice_coefficient: 0.9513
Epoch 27: loss did not improve from 0.01867
141/400 [=========>....................] - ETA: 2:29 - loss: 0.0629 - dice_coefficient: 0.9513
Epoch 27: loss did not improve from 0.01867
142/400 [=========>....................] - ETA: 2:28 - loss: 0.0626 - dice_coefficient: 0.9516
Epoch 27: loss did not improve from 0.01867
143/400 [=========>....................] - ETA: 2:28 - loss: 0.0632 - dice_coefficient: 0.9510
Epoch 27: loss did not improve from 0.01867
144/400 [=========>....................] - ETA: 2:27 - loss: 0.0630 - dice_coefficient: 0.9512
Epoch 27: loss did not improve from 0.01867
145/400 [=========>....................] - ETA: 2:27 - loss: 0.0628 - dice_coefficient: 0.9513
Epoch 27: loss did not improve from 0.01867
146/400 [=========>....................] - ETA: 2:26 - loss: 0.0627 - dice_coefficient: 0.9513
Epoch 27: loss did not improve from 0.01867
147/400 [==========>...................] - ETA: 2:25 - loss: 0.0624 - dice_coefficient: 0.9516
Epoch 27: loss did not improve from 0.01867
148/400 [==========>...................] - ETA: 2:25 - loss: 0.0622 - dice_coefficient: 0.9517
Epoch 27: loss did not improve from 0.01867
149/400 [==========>...................] - ETA: 2:24 - loss: 0.0619 - dice_coefficient: 0.9520
Epoch 27: loss did not improve from 0.01867
150/400 [==========>...................] - ETA: 2:24 - loss: 0.0617 - dice_coefficient: 0.9521
Epoch 27: loss did not improve from 0.01867
151/400 [==========>...................] - ETA: 2:23 - loss: 0.0614 - dice_coefficient: 0.9524
Epoch 27: loss did not improve from 0.01867
152/400 [==========>...................] - ETA: 2:23 - loss: 0.0612 - dice_coefficient: 0.9525
Epoch 27: loss did not improve from 0.01867
153/400 [==========>...................] - ETA: 2:22 - loss: 0.0638 - dice_coefficient: 0.9505
Epoch 27: loss did not improve from 0.01867
154/400 [==========>...................] - ETA: 2:21 - loss: 0.0639 - dice_coefficient: 0.9506
Epoch 27: loss did not improve from 0.01867
155/400 [==========>...................] - ETA: 2:21 - loss: 0.0667 - dice_coefficient: 0.9484
Epoch 27: loss did not improve from 0.01867
156/400 [==========>...................] - ETA: 2:20 - loss: 0.0664 - dice_coefficient: 0.9486
Epoch 27: loss did not improve from 0.01867
157/400 [==========>...................] - ETA: 2:20 - loss: 0.0663 - dice_coefficient: 0.9487
Epoch 27: loss did not improve from 0.01867
158/400 [==========>...................] - ETA: 2:19 - loss: 0.0661 - dice_coefficient: 0.9488
Epoch 27: loss did not improve from 0.01867
159/400 [==========>...................] - ETA: 2:19 - loss: 0.0659 - dice_coefficient: 0.9491
Epoch 27: loss did not improve from 0.01867
160/400 [===========>..................] - ETA: 2:18 - loss: 0.0663 - dice_coefficient: 0.9487
Epoch 27: loss did not improve from 0.01867
161/400 [===========>..................] - ETA: 2:17 - loss: 0.0660 - dice_coefficient: 0.9490
Epoch 27: loss did not improve from 0.01867
162/400 [===========>..................] - ETA: 2:17 - loss: 0.0656 - dice_coefficient: 0.9492
Epoch 27: loss did not improve from 0.01867
163/400 [===========>..................] - ETA: 2:16 - loss: 0.0653 - dice_coefficient: 0.9494
Epoch 27: loss did not improve from 0.01867
164/400 [===========>..................] - ETA: 2:16 - loss: 0.0651 - dice_coefficient: 0.9496
Epoch 27: loss did not improve from 0.01867
165/400 [===========>..................] - ETA: 2:15 - loss: 0.0648 - dice_coefficient: 0.9499
Epoch 27: loss did not improve from 0.01867
166/400 [===========>..................] - ETA: 2:14 - loss: 0.0644 - dice_coefficient: 0.9501
Epoch 27: loss did not improve from 0.01867
167/400 [===========>..................] - ETA: 2:14 - loss: 0.0642 - dice_coefficient: 0.9503
Epoch 27: loss did not improve from 0.01867
168/400 [===========>..................] - ETA: 2:13 - loss: 0.0640 - dice_coefficient: 0.9505
Epoch 27: loss did not improve from 0.01867
169/400 [===========>..................] - ETA: 2:13 - loss: 0.0638 - dice_coefficient: 0.9507
Epoch 27: loss did not improve from 0.01867
170/400 [===========>..................] - ETA: 2:12 - loss: 0.0636 - dice_coefficient: 0.9509
Epoch 27: loss did not improve from 0.01867
171/400 [===========>..................] - ETA: 2:12 - loss: 0.0633 - dice_coefficient: 0.9511
Epoch 27: loss did not improve from 0.01867
172/400 [===========>..................] - ETA: 2:11 - loss: 0.0631 - dice_coefficient: 0.9513
Epoch 27: loss did not improve from 0.01867
173/400 [===========>..................] - ETA: 2:10 - loss: 0.0629 - dice_coefficient: 0.9514
Epoch 27: loss did not improve from 0.01867
174/400 [============>.................] - ETA: 2:10 - loss: 0.0628 - dice_coefficient: 0.9514
Epoch 27: loss did not improve from 0.01867
175/400 [============>.................] - ETA: 2:09 - loss: 0.0626 - dice_coefficient: 0.9517
Epoch 27: loss did not improve from 0.01867
176/400 [============>.................] - ETA: 2:09 - loss: 0.0625 - dice_coefficient: 0.9517
Epoch 27: loss did not improve from 0.01867
177/400 [============>.................] - ETA: 2:08 - loss: 0.0623 - dice_coefficient: 0.9519
Epoch 27: loss did not improve from 0.01867
178/400 [============>.................] - ETA: 2:07 - loss: 0.0622 - dice_coefficient: 0.9519
Epoch 27: loss did not improve from 0.01867
179/400 [============>.................] - ETA: 2:07 - loss: 0.0632 - dice_coefficient: 0.9510
Epoch 27: loss did not improve from 0.01867
180/400 [============>.................] - ETA: 2:06 - loss: 0.0629 - dice_coefficient: 0.9513
Epoch 27: loss did not improve from 0.01867
181/400 [============>.................] - ETA: 2:06 - loss: 0.0632 - dice_coefficient: 0.9510
Epoch 27: loss did not improve from 0.01867
182/400 [============>.................] - ETA: 2:05 - loss: 0.0629 - dice_coefficient: 0.9512
Epoch 27: loss did not improve from 0.01867
183/400 [============>.................] - ETA: 2:05 - loss: 0.0626 - dice_coefficient: 0.9515
Epoch 27: loss did not improve from 0.01867
184/400 [============>.................] - ETA: 2:04 - loss: 0.0626 - dice_coefficient: 0.9514
Epoch 27: loss did not improve from 0.01867
185/400 [============>.................] - ETA: 2:03 - loss: 0.0624 - dice_coefficient: 0.9516
Epoch 27: loss did not improve from 0.01867
186/400 [============>.................] - ETA: 2:03 - loss: 0.0622 - dice_coefficient: 0.9517
Epoch 27: loss did not improve from 0.01867
187/400 [=============>................] - ETA: 2:02 - loss: 0.0620 - dice_coefficient: 0.9519
Epoch 27: loss did not improve from 0.01867
188/400 [=============>................] - ETA: 2:02 - loss: 0.0619 - dice_coefficient: 0.9520
Epoch 27: loss did not improve from 0.01867
189/400 [=============>................] - ETA: 2:01 - loss: 0.0616 - dice_coefficient: 0.9522
Epoch 27: loss did not improve from 0.01867
190/400 [=============>................] - ETA: 2:00 - loss: 0.0616 - dice_coefficient: 0.9523
Epoch 27: loss did not improve from 0.01867
191/400 [=============>................] - ETA: 2:00 - loss: 0.0614 - dice_coefficient: 0.9524
Epoch 27: loss did not improve from 0.01867
192/400 [=============>................] - ETA: 1:59 - loss: 0.0614 - dice_coefficient: 0.9524
Epoch 27: loss did not improve from 0.01867
193/400 [=============>................] - ETA: 1:59 - loss: 0.0613 - dice_coefficient: 0.9525
Epoch 27: loss did not improve from 0.01867
194/400 [=============>................] - ETA: 1:58 - loss: 0.0611 - dice_coefficient: 0.9526
Epoch 27: loss did not improve from 0.01867
195/400 [=============>................] - ETA: 1:58 - loss: 0.0610 - dice_coefficient: 0.9527
Epoch 27: loss did not improve from 0.01867
196/400 [=============>................] - ETA: 1:57 - loss: 0.0617 - dice_coefficient: 0.9520
Epoch 27: loss did not improve from 0.01867
197/400 [=============>................] - ETA: 1:56 - loss: 0.0615 - dice_coefficient: 0.9522
Epoch 27: loss did not improve from 0.01867
198/400 [=============>................] - ETA: 1:56 - loss: 0.0613 - dice_coefficient: 0.9523
Epoch 27: loss did not improve from 0.01867
199/400 [=============>................] - ETA: 1:55 - loss: 0.0615 - dice_coefficient: 0.9522
Epoch 27: loss did not improve from 0.01867
200/400 [==============>...............] - ETA: 1:55 - loss: 0.0614 - dice_coefficient: 0.9522
Epoch 27: loss did not improve from 0.01867
201/400 [==============>...............] - ETA: 1:54 - loss: 0.0620 - dice_coefficient: 0.9517
Epoch 27: loss did not improve from 0.01867
202/400 [==============>...............] - ETA: 1:54 - loss: 0.0622 - dice_coefficient: 0.9514
Epoch 27: loss did not improve from 0.01867
203/400 [==============>...............] - ETA: 1:53 - loss: 0.0620 - dice_coefficient: 0.9516
Epoch 27: loss did not improve from 0.01867
204/400 [==============>...............] - ETA: 1:52 - loss: 0.0622 - dice_coefficient: 0.9513
Epoch 27: loss did not improve from 0.01867
205/400 [==============>...............] - ETA: 1:52 - loss: 0.0619 - dice_coefficient: 0.9516
Epoch 27: loss did not improve from 0.01867
206/400 [==============>...............] - ETA: 1:51 - loss: 0.0618 - dice_coefficient: 0.9517
Epoch 27: loss did not improve from 0.01867
207/400 [==============>...............] - ETA: 1:51 - loss: 0.0616 - dice_coefficient: 0.9518
Epoch 27: loss did not improve from 0.01867
208/400 [==============>...............] - ETA: 1:50 - loss: 0.0615 - dice_coefficient: 0.9519
Epoch 27: loss did not improve from 0.01867
209/400 [==============>...............] - ETA: 1:50 - loss: 0.0613 - dice_coefficient: 0.9521
Epoch 27: loss did not improve from 0.01867
210/400 [==============>...............] - ETA: 1:49 - loss: 0.0611 - dice_coefficient: 0.9522
Epoch 27: loss did not improve from 0.01867
211/400 [==============>...............] - ETA: 1:48 - loss: 0.0609 - dice_coefficient: 0.9524
Epoch 27: loss did not improve from 0.01867
212/400 [==============>...............] - ETA: 1:48 - loss: 0.0608 - dice_coefficient: 0.9524
Epoch 27: loss did not improve from 0.01867
213/400 [==============>...............] - ETA: 1:47 - loss: 0.0607 - dice_coefficient: 0.9526
Epoch 27: loss did not improve from 0.01867
214/400 [===============>..............] - ETA: 1:47 - loss: 0.0609 - dice_coefficient: 0.9523
Epoch 27: loss did not improve from 0.01867
215/400 [===============>..............] - ETA: 1:46 - loss: 0.0608 - dice_coefficient: 0.9525
Epoch 27: loss did not improve from 0.01867
216/400 [===============>..............] - ETA: 1:45 - loss: 0.0606 - dice_coefficient: 0.9526
Epoch 27: loss did not improve from 0.01867
217/400 [===============>..............] - ETA: 1:45 - loss: 0.0606 - dice_coefficient: 0.9526
Epoch 27: loss did not improve from 0.01867
218/400 [===============>..............] - ETA: 1:44 - loss: 0.0603 - dice_coefficient: 0.9528
Epoch 27: loss did not improve from 0.01867
219/400 [===============>..............] - ETA: 1:44 - loss: 0.0601 - dice_coefficient: 0.9530
Epoch 27: loss did not improve from 0.01867
220/400 [===============>..............] - ETA: 1:43 - loss: 0.0600 - dice_coefficient: 0.9530
Epoch 27: loss did not improve from 0.01867
221/400 [===============>..............] - ETA: 1:43 - loss: 0.0599 - dice_coefficient: 0.9532
Epoch 27: loss did not improve from 0.01867
222/400 [===============>..............] - ETA: 1:42 - loss: 0.0600 - dice_coefficient: 0.9531
Epoch 27: loss did not improve from 0.01867
223/400 [===============>..............] - ETA: 1:41 - loss: 0.0600 - dice_coefficient: 0.9531
Epoch 27: loss did not improve from 0.01867
224/400 [===============>..............] - ETA: 1:41 - loss: 0.0600 - dice_coefficient: 0.9531
Epoch 27: loss did not improve from 0.01867
225/400 [===============>..............] - ETA: 1:40 - loss: 0.0599 - dice_coefficient: 0.9531
Epoch 27: loss did not improve from 0.01867
226/400 [===============>..............] - ETA: 1:40 - loss: 0.0598 - dice_coefficient: 0.9532
Epoch 27: loss did not improve from 0.01867
227/400 [================>.............] - ETA: 1:39 - loss: 0.0617 - dice_coefficient: 0.9517
Epoch 27: loss did not improve from 0.01867
228/400 [================>.............] - ETA: 1:39 - loss: 0.0615 - dice_coefficient: 0.9519
Epoch 27: loss did not improve from 0.01867
229/400 [================>.............] - ETA: 1:38 - loss: 0.0613 - dice_coefficient: 0.9520
Epoch 27: loss did not improve from 0.01867
230/400 [================>.............] - ETA: 1:37 - loss: 0.0612 - dice_coefficient: 0.9521
Epoch 27: loss did not improve from 0.01867
231/400 [================>.............] - ETA: 1:37 - loss: 0.0615 - dice_coefficient: 0.9518
Epoch 27: loss did not improve from 0.01867
232/400 [================>.............] - ETA: 1:36 - loss: 0.0621 - dice_coefficient: 0.9513
Epoch 27: loss did not improve from 0.01867
233/400 [================>.............] - ETA: 1:36 - loss: 0.0619 - dice_coefficient: 0.9514
Epoch 27: loss did not improve from 0.01867
234/400 [================>.............] - ETA: 1:35 - loss: 0.0617 - dice_coefficient: 0.9516
Epoch 27: loss did not improve from 0.01867
235/400 [================>.............] - ETA: 1:34 - loss: 0.0615 - dice_coefficient: 0.9517
Epoch 27: loss did not improve from 0.01867
236/400 [================>.............] - ETA: 1:34 - loss: 0.0618 - dice_coefficient: 0.9514
Epoch 27: loss did not improve from 0.01867
237/400 [================>.............] - ETA: 1:33 - loss: 0.0626 - dice_coefficient: 0.9508
Epoch 27: loss did not improve from 0.01867
238/400 [================>.............] - ETA: 1:33 - loss: 0.0627 - dice_coefficient: 0.9506
Epoch 27: loss did not improve from 0.01867
239/400 [================>.............] - ETA: 1:32 - loss: 0.0625 - dice_coefficient: 0.9508
Epoch 27: loss did not improve from 0.01867
240/400 [=================>............] - ETA: 1:32 - loss: 0.0629 - dice_coefficient: 0.9504
Epoch 27: loss did not improve from 0.01867
241/400 [=================>............] - ETA: 1:31 - loss: 0.0631 - dice_coefficient: 0.9502
Epoch 27: loss did not improve from 0.01867
242/400 [=================>............] - ETA: 1:30 - loss: 0.0629 - dice_coefficient: 0.9503
Epoch 27: loss did not improve from 0.01867
243/400 [=================>............] - ETA: 1:30 - loss: 0.0627 - dice_coefficient: 0.9505
Epoch 27: loss did not improve from 0.01867
244/400 [=================>............] - ETA: 1:29 - loss: 0.0625 - dice_coefficient: 0.9506
Epoch 27: loss did not improve from 0.01867
245/400 [=================>............] - ETA: 1:29 - loss: 0.0624 - dice_coefficient: 0.9508
Epoch 27: loss did not improve from 0.01867
246/400 [=================>............] - ETA: 1:28 - loss: 0.0622 - dice_coefficient: 0.9509
Epoch 27: loss did not improve from 0.01867
247/400 [=================>............] - ETA: 1:28 - loss: 0.0620 - dice_coefficient: 0.9510
Epoch 27: loss did not improve from 0.01867
248/400 [=================>............] - ETA: 1:27 - loss: 0.0619 - dice_coefficient: 0.9512
Epoch 27: loss did not improve from 0.01867
249/400 [=================>............] - ETA: 1:26 - loss: 0.0619 - dice_coefficient: 0.9513
Epoch 27: loss did not improve from 0.01867
250/400 [=================>............] - ETA: 1:26 - loss: 0.0624 - dice_coefficient: 0.9508
Epoch 27: loss did not improve from 0.01867
251/400 [=================>............] - ETA: 1:25 - loss: 0.0628 - dice_coefficient: 0.9503
Epoch 27: loss did not improve from 0.01867
252/400 [=================>............] - ETA: 1:25 - loss: 0.0627 - dice_coefficient: 0.9505
Epoch 27: loss did not improve from 0.01867
253/400 [=================>............] - ETA: 1:24 - loss: 0.0627 - dice_coefficient: 0.9505
Epoch 27: loss did not improve from 0.01867
254/400 [==================>...........] - ETA: 1:24 - loss: 0.0626 - dice_coefficient: 0.9506
Epoch 27: loss did not improve from 0.01867
255/400 [==================>...........] - ETA: 1:23 - loss: 0.0624 - dice_coefficient: 0.9508
Epoch 27: loss did not improve from 0.01867
256/400 [==================>...........] - ETA: 1:22 - loss: 0.0624 - dice_coefficient: 0.9508
Epoch 27: loss did not improve from 0.01867
257/400 [==================>...........] - ETA: 1:22 - loss: 0.0623 - dice_coefficient: 0.9508
Epoch 27: loss did not improve from 0.01867
258/400 [==================>...........] - ETA: 1:21 - loss: 0.0622 - dice_coefficient: 0.9510
Epoch 27: loss did not improve from 0.01867
259/400 [==================>...........] - ETA: 1:21 - loss: 0.0620 - dice_coefficient: 0.9511
Epoch 27: loss did not improve from 0.01867
260/400 [==================>...........] - ETA: 1:20 - loss: 0.0618 - dice_coefficient: 0.9513
Epoch 27: loss did not improve from 0.01867
261/400 [==================>...........] - ETA: 1:20 - loss: 0.0618 - dice_coefficient: 0.9512
Epoch 27: loss did not improve from 0.01867
262/400 [==================>...........] - ETA: 1:19 - loss: 0.0618 - dice_coefficient: 0.9512
Epoch 27: loss did not improve from 0.01867
263/400 [==================>...........] - ETA: 1:18 - loss: 0.0617 - dice_coefficient: 0.9513
Epoch 27: loss did not improve from 0.01867
264/400 [==================>...........] - ETA: 1:18 - loss: 0.0616 - dice_coefficient: 0.9515
Epoch 27: loss did not improve from 0.01867
265/400 [==================>...........] - ETA: 1:17 - loss: 0.0614 - dice_coefficient: 0.9516
Epoch 27: loss did not improve from 0.01867
266/400 [==================>...........] - ETA: 1:17 - loss: 0.0612 - dice_coefficient: 0.9517
Epoch 27: loss did not improve from 0.01867
267/400 [===================>..........] - ETA: 1:16 - loss: 0.0610 - dice_coefficient: 0.9519
Epoch 27: loss did not improve from 0.01867
268/400 [===================>..........] - ETA: 1:15 - loss: 0.0609 - dice_coefficient: 0.9520
Epoch 27: loss did not improve from 0.01867
269/400 [===================>..........] - ETA: 1:15 - loss: 0.0609 - dice_coefficient: 0.9521
Epoch 27: loss did not improve from 0.01867
270/400 [===================>..........] - ETA: 1:14 - loss: 0.0607 - dice_coefficient: 0.9522
Epoch 27: loss did not improve from 0.01867
271/400 [===================>..........] - ETA: 1:14 - loss: 0.0606 - dice_coefficient: 0.9523
Epoch 27: loss did not improve from 0.01867
272/400 [===================>..........] - ETA: 1:13 - loss: 0.0606 - dice_coefficient: 0.9524
Epoch 27: loss did not improve from 0.01867
273/400 [===================>..........] - ETA: 1:13 - loss: 0.0604 - dice_coefficient: 0.9525
Epoch 27: loss did not improve from 0.01867
274/400 [===================>..........] - ETA: 1:12 - loss: 0.0618 - dice_coefficient: 0.9514
Epoch 27: loss did not improve from 0.01867
275/400 [===================>..........] - ETA: 1:11 - loss: 0.0616 - dice_coefficient: 0.9516
Epoch 27: loss did not improve from 0.01867
276/400 [===================>..........] - ETA: 1:11 - loss: 0.0615 - dice_coefficient: 0.9517
Epoch 27: loss did not improve from 0.01867
277/400 [===================>..........] - ETA: 1:10 - loss: 0.0617 - dice_coefficient: 0.9515
Epoch 27: loss did not improve from 0.01867
278/400 [===================>..........] - ETA: 1:10 - loss: 0.0618 - dice_coefficient: 0.9516
Epoch 27: loss did not improve from 0.01867
279/400 [===================>..........] - ETA: 1:09 - loss: 0.0628 - dice_coefficient: 0.9507
Epoch 27: loss did not improve from 0.01867
280/400 [====================>.........] - ETA: 1:09 - loss: 0.0626 - dice_coefficient: 0.9509
Epoch 27: loss did not improve from 0.01867
281/400 [====================>.........] - ETA: 1:08 - loss: 0.0625 - dice_coefficient: 0.9510
Epoch 27: loss did not improve from 0.01867
282/400 [====================>.........] - ETA: 1:07 - loss: 0.0626 - dice_coefficient: 0.9509
Epoch 27: loss did not improve from 0.01867
283/400 [====================>.........] - ETA: 1:07 - loss: 0.0624 - dice_coefficient: 0.9510
Epoch 27: loss did not improve from 0.01867
284/400 [====================>.........] - ETA: 1:06 - loss: 0.0623 - dice_coefficient: 0.9511
Epoch 27: loss did not improve from 0.01867
285/400 [====================>.........] - ETA: 1:06 - loss: 0.0621 - dice_coefficient: 0.9513
Epoch 27: loss did not improve from 0.01867
286/400 [====================>.........] - ETA: 1:05 - loss: 0.0620 - dice_coefficient: 0.9514
Epoch 27: loss did not improve from 0.01867
287/400 [====================>.........] - ETA: 1:05 - loss: 0.0620 - dice_coefficient: 0.9514
Epoch 27: loss did not improve from 0.01867
288/400 [====================>.........] - ETA: 1:04 - loss: 0.0626 - dice_coefficient: 0.9509
Epoch 27: loss did not improve from 0.01867
289/400 [====================>.........] - ETA: 1:03 - loss: 0.0625 - dice_coefficient: 0.9510
Epoch 27: loss did not improve from 0.01867
290/400 [====================>.........] - ETA: 1:03 - loss: 0.0633 - dice_coefficient: 0.9503
Epoch 27: loss did not improve from 0.01867
291/400 [====================>.........] - ETA: 1:02 - loss: 0.0632 - dice_coefficient: 0.9504
Epoch 27: loss did not improve from 0.01867
292/400 [====================>.........] - ETA: 1:02 - loss: 0.0631 - dice_coefficient: 0.9505
Epoch 27: loss did not improve from 0.01867
293/400 [====================>.........] - ETA: 1:01 - loss: 0.0629 - dice_coefficient: 0.9507
Epoch 27: loss did not improve from 0.01867
294/400 [=====================>........] - ETA: 1:00 - loss: 0.0628 - dice_coefficient: 0.9508
Epoch 27: loss did not improve from 0.01867
295/400 [=====================>........] - ETA: 1:00 - loss: 0.0629 - dice_coefficient: 0.9507
Epoch 27: loss did not improve from 0.01867
296/400 [=====================>........] - ETA: 59s - loss: 0.0627 - dice_coefficient: 0.9508 
Epoch 27: loss did not improve from 0.01867
297/400 [=====================>........] - ETA: 59s - loss: 0.0626 - dice_coefficient: 0.9509
Epoch 27: loss did not improve from 0.01867
298/400 [=====================>........] - ETA: 58s - loss: 0.0625 - dice_coefficient: 0.9510
Epoch 27: loss did not improve from 0.01867
299/400 [=====================>........] - ETA: 58s - loss: 0.0628 - dice_coefficient: 0.9507
Epoch 27: loss did not improve from 0.01867
300/400 [=====================>........] - ETA: 57s - loss: 0.0627 - dice_coefficient: 0.9508
Epoch 27: loss did not improve from 0.01867
301/400 [=====================>........] - ETA: 56s - loss: 0.0626 - dice_coefficient: 0.9509
Epoch 27: loss did not improve from 0.01867
302/400 [=====================>........] - ETA: 56s - loss: 0.0627 - dice_coefficient: 0.9508
Epoch 27: loss did not improve from 0.01867
303/400 [=====================>........] - ETA: 55s - loss: 0.0627 - dice_coefficient: 0.9508
Epoch 27: loss did not improve from 0.01867
304/400 [=====================>........] - ETA: 55s - loss: 0.0626 - dice_coefficient: 0.9509
Epoch 27: loss did not improve from 0.01867
305/400 [=====================>........] - ETA: 54s - loss: 0.0626 - dice_coefficient: 0.9509
Epoch 27: loss did not improve from 0.01867
306/400 [=====================>........] - ETA: 54s - loss: 0.0625 - dice_coefficient: 0.9509
Epoch 27: loss did not improve from 0.01867
307/400 [======================>.......] - ETA: 53s - loss: 0.0624 - dice_coefficient: 0.9510
Epoch 27: loss did not improve from 0.01867
308/400 [======================>.......] - ETA: 52s - loss: 0.0623 - dice_coefficient: 0.9511
Epoch 27: loss did not improve from 0.01867
309/400 [======================>.......] - ETA: 52s - loss: 0.0622 - dice_coefficient: 0.9511
Epoch 27: loss did not improve from 0.01867
310/400 [======================>.......] - ETA: 51s - loss: 0.0621 - dice_coefficient: 0.9512
Epoch 27: loss did not improve from 0.01867
311/400 [======================>.......] - ETA: 51s - loss: 0.0624 - dice_coefficient: 0.9509
Epoch 27: loss did not improve from 0.01867
312/400 [======================>.......] - ETA: 50s - loss: 0.0623 - dice_coefficient: 0.9511
Epoch 27: loss did not improve from 0.01867
313/400 [======================>.......] - ETA: 50s - loss: 0.0621 - dice_coefficient: 0.9512
Epoch 27: loss did not improve from 0.01867
314/400 [======================>.......] - ETA: 49s - loss: 0.0620 - dice_coefficient: 0.9513
Epoch 27: loss did not improve from 0.01867
315/400 [======================>.......] - ETA: 48s - loss: 0.0618 - dice_coefficient: 0.9514
Epoch 27: loss did not improve from 0.01867
316/400 [======================>.......] - ETA: 48s - loss: 0.0617 - dice_coefficient: 0.9515
Epoch 27: loss did not improve from 0.01867
317/400 [======================>.......] - ETA: 47s - loss: 0.0616 - dice_coefficient: 0.9516
Epoch 27: loss did not improve from 0.01867
318/400 [======================>.......] - ETA: 47s - loss: 0.0617 - dice_coefficient: 0.9515
Epoch 27: loss did not improve from 0.01867
319/400 [======================>.......] - ETA: 46s - loss: 0.0616 - dice_coefficient: 0.9516
Epoch 27: loss did not improve from 0.01867
320/400 [=======================>......] - ETA: 45s - loss: 0.0615 - dice_coefficient: 0.9517
Epoch 27: loss did not improve from 0.01867
321/400 [=======================>......] - ETA: 45s - loss: 0.0614 - dice_coefficient: 0.9518
Epoch 27: loss did not improve from 0.01867
322/400 [=======================>......] - ETA: 44s - loss: 0.0612 - dice_coefficient: 0.9519
Epoch 27: loss did not improve from 0.01867
323/400 [=======================>......] - ETA: 44s - loss: 0.0611 - dice_coefficient: 0.9520
Epoch 27: loss did not improve from 0.01867
324/400 [=======================>......] - ETA: 43s - loss: 0.0611 - dice_coefficient: 0.9521
Epoch 27: loss did not improve from 0.01867
325/400 [=======================>......] - ETA: 43s - loss: 0.0609 - dice_coefficient: 0.9522
Epoch 27: loss did not improve from 0.01867
326/400 [=======================>......] - ETA: 42s - loss: 0.0608 - dice_coefficient: 0.9523
Epoch 27: loss did not improve from 0.01867
327/400 [=======================>......] - ETA: 41s - loss: 0.0607 - dice_coefficient: 0.9523
Epoch 27: loss did not improve from 0.01867
328/400 [=======================>......] - ETA: 41s - loss: 0.0606 - dice_coefficient: 0.9524
Epoch 27: loss did not improve from 0.01867
329/400 [=======================>......] - ETA: 40s - loss: 0.0611 - dice_coefficient: 0.9519
Epoch 27: loss did not improve from 0.01867
330/400 [=======================>......] - ETA: 40s - loss: 0.0610 - dice_coefficient: 0.9520
Epoch 27: loss did not improve from 0.01867
331/400 [=======================>......] - ETA: 39s - loss: 0.0609 - dice_coefficient: 0.9521
Epoch 27: loss did not improve from 0.01867
332/400 [=======================>......] - ETA: 39s - loss: 0.0608 - dice_coefficient: 0.9522
Epoch 27: loss did not improve from 0.01867
333/400 [=======================>......] - ETA: 38s - loss: 0.0610 - dice_coefficient: 0.9521
Epoch 27: loss did not improve from 0.01867
334/400 [========================>.....] - ETA: 37s - loss: 0.0608 - dice_coefficient: 0.9522
Epoch 27: loss did not improve from 0.01867
335/400 [========================>.....] - ETA: 37s - loss: 0.0607 - dice_coefficient: 0.9523
Epoch 27: loss did not improve from 0.01867
336/400 [========================>.....] - ETA: 36s - loss: 0.0606 - dice_coefficient: 0.9524
Epoch 27: loss did not improve from 0.01867
337/400 [========================>.....] - ETA: 36s - loss: 0.0604 - dice_coefficient: 0.9525
Epoch 27: loss did not improve from 0.01867
338/400 [========================>.....] - ETA: 35s - loss: 0.0609 - dice_coefficient: 0.9521
Epoch 27: loss did not improve from 0.01867
339/400 [========================>.....] - ETA: 35s - loss: 0.0613 - dice_coefficient: 0.9517
Epoch 27: loss did not improve from 0.01867
340/400 [========================>.....] - ETA: 34s - loss: 0.0621 - dice_coefficient: 0.9511
Epoch 27: loss did not improve from 0.01867
341/400 [========================>.....] - ETA: 33s - loss: 0.0619 - dice_coefficient: 0.9512
Epoch 27: loss did not improve from 0.01867
342/400 [========================>.....] - ETA: 33s - loss: 0.0618 - dice_coefficient: 0.9513
Epoch 27: loss did not improve from 0.01867
343/400 [========================>.....] - ETA: 32s - loss: 0.0617 - dice_coefficient: 0.9514
Epoch 27: loss did not improve from 0.01867
344/400 [========================>.....] - ETA: 32s - loss: 0.0616 - dice_coefficient: 0.9514
Epoch 27: loss did not improve from 0.01867
345/400 [========================>.....] - ETA: 31s - loss: 0.0615 - dice_coefficient: 0.9515
Epoch 27: loss did not improve from 0.01867
346/400 [========================>.....] - ETA: 31s - loss: 0.0615 - dice_coefficient: 0.9515
Epoch 27: loss did not improve from 0.01867
347/400 [=========================>....] - ETA: 30s - loss: 0.0614 - dice_coefficient: 0.9516
Epoch 27: loss did not improve from 0.01867
348/400 [=========================>....] - ETA: 29s - loss: 0.0613 - dice_coefficient: 0.9517
Epoch 27: loss did not improve from 0.01867
349/400 [=========================>....] - ETA: 29s - loss: 0.0613 - dice_coefficient: 0.9518
Epoch 27: loss did not improve from 0.01867
350/400 [=========================>....] - ETA: 28s - loss: 0.0612 - dice_coefficient: 0.9518
Epoch 27: loss did not improve from 0.01867
351/400 [=========================>....] - ETA: 28s - loss: 0.0611 - dice_coefficient: 0.9519
Epoch 27: loss did not improve from 0.01867
352/400 [=========================>....] - ETA: 27s - loss: 0.0610 - dice_coefficient: 0.9520
Epoch 27: loss did not improve from 0.01867
353/400 [=========================>....] - ETA: 27s - loss: 0.0609 - dice_coefficient: 0.9521
Epoch 27: loss did not improve from 0.01867
354/400 [=========================>....] - ETA: 26s - loss: 0.0608 - dice_coefficient: 0.9522
Epoch 27: loss did not improve from 0.01867
355/400 [=========================>....] - ETA: 25s - loss: 0.0610 - dice_coefficient: 0.9519
Epoch 27: loss did not improve from 0.01867
356/400 [=========================>....] - ETA: 25s - loss: 0.0609 - dice_coefficient: 0.9520
Epoch 27: loss did not improve from 0.01867
357/400 [=========================>....] - ETA: 24s - loss: 0.0608 - dice_coefficient: 0.9521
Epoch 27: loss did not improve from 0.01867
358/400 [=========================>....] - ETA: 24s - loss: 0.0608 - dice_coefficient: 0.9521
Epoch 27: loss did not improve from 0.01867
359/400 [=========================>....] - ETA: 23s - loss: 0.0607 - dice_coefficient: 0.9522
Epoch 27: loss did not improve from 0.01867
360/400 [==========================>...] - ETA: 22s - loss: 0.0614 - dice_coefficient: 0.9516
Epoch 27: loss did not improve from 0.01867
361/400 [==========================>...] - ETA: 22s - loss: 0.0613 - dice_coefficient: 0.9517
Epoch 27: loss did not improve from 0.01867
362/400 [==========================>...] - ETA: 21s - loss: 0.0614 - dice_coefficient: 0.9516
Epoch 27: loss did not improve from 0.01867
363/400 [==========================>...] - ETA: 21s - loss: 0.0614 - dice_coefficient: 0.9516
Epoch 27: loss did not improve from 0.01867
364/400 [==========================>...] - ETA: 20s - loss: 0.0613 - dice_coefficient: 0.9517
Epoch 27: loss did not improve from 0.01867
365/400 [==========================>...] - ETA: 20s - loss: 0.0611 - dice_coefficient: 0.9518
Epoch 27: loss did not improve from 0.01867
366/400 [==========================>...] - ETA: 19s - loss: 0.0610 - dice_coefficient: 0.9519
Epoch 27: loss did not improve from 0.01867
367/400 [==========================>...] - ETA: 18s - loss: 0.0611 - dice_coefficient: 0.9518
Epoch 27: loss did not improve from 0.01867
368/400 [==========================>...] - ETA: 18s - loss: 0.0609 - dice_coefficient: 0.9519
Epoch 27: loss did not improve from 0.01867
369/400 [==========================>...] - ETA: 17s - loss: 0.0609 - dice_coefficient: 0.9519
Epoch 27: loss did not improve from 0.01867
370/400 [==========================>...] - ETA: 17s - loss: 0.0610 - dice_coefficient: 0.9519
Epoch 27: loss did not improve from 0.01867
371/400 [==========================>...] - ETA: 16s - loss: 0.0608 - dice_coefficient: 0.9520
Epoch 27: loss did not improve from 0.01867
372/400 [==========================>...] - ETA: 16s - loss: 0.0607 - dice_coefficient: 0.9521
Epoch 27: loss did not improve from 0.01867
373/400 [==========================>...] - ETA: 15s - loss: 0.0607 - dice_coefficient: 0.9521
Epoch 27: loss did not improve from 0.01867
374/400 [===========================>..] - ETA: 14s - loss: 0.0605 - dice_coefficient: 0.9522
Epoch 27: loss did not improve from 0.01867
375/400 [===========================>..] - ETA: 14s - loss: 0.0604 - dice_coefficient: 0.9523
Epoch 27: loss did not improve from 0.01867
376/400 [===========================>..] - ETA: 13s - loss: 0.0603 - dice_coefficient: 0.9524
Epoch 27: loss did not improve from 0.01867
377/400 [===========================>..] - ETA: 13s - loss: 0.0603 - dice_coefficient: 0.9524
Epoch 27: loss did not improve from 0.01867
378/400 [===========================>..] - ETA: 12s - loss: 0.0602 - dice_coefficient: 0.9525
Epoch 27: loss did not improve from 0.01867
379/400 [===========================>..] - ETA: 12s - loss: 0.0601 - dice_coefficient: 0.9526
Epoch 27: loss did not improve from 0.01867
380/400 [===========================>..] - ETA: 11s - loss: 0.0600 - dice_coefficient: 0.9526
Epoch 27: loss did not improve from 0.01867
381/400 [===========================>..] - ETA: 10s - loss: 0.0599 - dice_coefficient: 0.9527
Epoch 27: loss did not improve from 0.01867
382/400 [===========================>..] - ETA: 10s - loss: 0.0598 - dice_coefficient: 0.9528
Epoch 27: loss did not improve from 0.01867
383/400 [===========================>..] - ETA: 9s - loss: 0.0603 - dice_coefficient: 0.9524 
Epoch 27: loss did not improve from 0.01867
384/400 [===========================>..] - ETA: 9s - loss: 0.1022 - dice_coefficient: 0.9499
Epoch 27: loss did not improve from 0.01867
385/400 [===========================>..] - ETA: 8s - loss: 0.1020 - dice_coefficient: 0.9500
Epoch 27: loss did not improve from 0.01867
386/400 [===========================>..] - ETA: 8s - loss: 0.1024 - dice_coefficient: 0.9496
Epoch 27: loss did not improve from 0.01867
387/400 [============================>.] - ETA: 7s - loss: 0.1023 - dice_coefficient: 0.9496
Epoch 27: loss did not improve from 0.01867
388/400 [============================>.] - ETA: 6s - loss: 0.1021 - dice_coefficient: 0.9497
Epoch 27: loss did not improve from 0.01867
389/400 [============================>.] - ETA: 6s - loss: 0.1018 - dice_coefficient: 0.9498
Epoch 27: loss did not improve from 0.01867
390/400 [============================>.] - ETA: 5s - loss: 0.1016 - dice_coefficient: 0.9499
Epoch 27: loss did not improve from 0.01867
391/400 [============================>.] - ETA: 5s - loss: 0.1014 - dice_coefficient: 0.9500
Epoch 27: loss did not improve from 0.01867
392/400 [============================>.] - ETA: 4s - loss: 0.1013 - dice_coefficient: 0.9500
Epoch 27: loss did not improve from 0.01867
393/400 [============================>.] - ETA: 4s - loss: 0.1011 - dice_coefficient: 0.9501
Epoch 27: loss did not improve from 0.01867
394/400 [============================>.] - ETA: 3s - loss: 0.1009 - dice_coefficient: 0.9501
Epoch 27: loss did not improve from 0.01867
395/400 [============================>.] - ETA: 2s - loss: 0.1008 - dice_coefficient: 0.9502
Epoch 27: loss did not improve from 0.01867
396/400 [============================>.] - ETA: 2s - loss: 0.1006 - dice_coefficient: 0.9503
Epoch 27: loss did not improve from 0.01867
397/400 [============================>.] - ETA: 1s - loss: 0.1004 - dice_coefficient: 0.9503
Epoch 27: loss did not improve from 0.01867
398/400 [============================>.] - ETA: 1s - loss: 0.1002 - dice_coefficient: 0.9504
Epoch 27: loss did not improve from 0.01867
399/400 [============================>.] - ETA: 0s - loss: 0.1000 - dice_coefficient: 0.9505
Epoch 27: loss did not improve from 0.01867
400/400 [==============================] - 232s 580ms/step - loss: 0.0999 - dice_coefficient: 0.9506 - val_loss: 0.7161 - val_dice_coefficient: 0.6655 - lr: 1.0000e-06
Epoch 28/30

Epoch 28: loss improved from 0.01867 to 0.01444, saving model to model-0.01.h5
  1/400 [..............................] - ETA: 5:12 - loss: 0.0144 - dice_coefficient: 0.9895
Epoch 28: loss improved from 0.01444 to 0.01265, saving model to model-0.01.h5
  2/400 [..............................] - ETA: 5:17 - loss: 0.0127 - dice_coefficient: 0.9908
Epoch 28: loss did not improve from 0.01265
  3/400 [..............................] - ETA: 4:40 - loss: 0.0173 - dice_coefficient: 0.9864
Epoch 28: loss did not improve from 0.01265
  4/400 [..............................] - ETA: 4:28 - loss: 0.0155 - dice_coefficient: 0.9875
Epoch 28: loss did not improve from 0.01265
  5/400 [..............................] - ETA: 4:19 - loss: 0.0180 - dice_coefficient: 0.9859
Epoch 28: loss did not improve from 0.01265
  6/400 [..............................] - ETA: 4:16 - loss: 0.0183 - dice_coefficient: 0.9861
Epoch 28: loss did not improve from 0.01265
  7/400 [..............................] - ETA: 4:13 - loss: 0.0344 - dice_coefficient: 0.9716
Epoch 28: loss did not improve from 0.01265
  8/400 [..............................] - ETA: 4:10 - loss: 0.0326 - dice_coefficient: 0.9732
Epoch 28: loss did not improve from 0.01265
  9/400 [..............................] - ETA: 4:08 - loss: 0.0314 - dice_coefficient: 0.9744
Epoch 28: loss did not improve from 0.01265
 10/400 [..............................] - ETA: 4:06 - loss: 0.0318 - dice_coefficient: 0.9739
Epoch 28: loss did not improve from 0.01265
 11/400 [..............................] - ETA: 4:05 - loss: 0.0313 - dice_coefficient: 0.9750
Epoch 28: loss did not improve from 0.01265
 12/400 [..............................] - ETA: 4:03 - loss: 0.0309 - dice_coefficient: 0.9751
Epoch 28: loss did not improve from 0.01265
 13/400 [..............................] - ETA: 4:01 - loss: 0.0342 - dice_coefficient: 0.9719
Epoch 28: loss did not improve from 0.01265
 14/400 [>.............................] - ETA: 3:59 - loss: 0.0328 - dice_coefficient: 0.9731
Epoch 28: loss did not improve from 0.01265
 15/400 [>.............................] - ETA: 3:58 - loss: 0.0314 - dice_coefficient: 0.9742
Epoch 28: loss did not improve from 0.01265
 16/400 [>.............................] - ETA: 3:57 - loss: 0.0305 - dice_coefficient: 0.9750
Epoch 28: loss did not improve from 0.01265
 17/400 [>.............................] - ETA: 3:55 - loss: 0.0300 - dice_coefficient: 0.9752
Epoch 28: loss did not improve from 0.01265
 18/400 [>.............................] - ETA: 3:54 - loss: 0.0302 - dice_coefficient: 0.9755
Epoch 28: loss did not improve from 0.01265
 19/400 [>.............................] - ETA: 3:52 - loss: 0.0306 - dice_coefficient: 0.9757
Epoch 28: loss did not improve from 0.01265
 20/400 [>.............................] - ETA: 3:51 - loss: 0.0297 - dice_coefficient: 0.9764
Epoch 28: loss did not improve from 0.01265
 21/400 [>.............................] - ETA: 3:49 - loss: 0.0287 - dice_coefficient: 0.9773
Epoch 28: loss did not improve from 0.01265
 22/400 [>.............................] - ETA: 3:48 - loss: 0.0278 - dice_coefficient: 0.9780
Epoch 28: loss did not improve from 0.01265
 23/400 [>.............................] - ETA: 3:47 - loss: 0.0276 - dice_coefficient: 0.9781
Epoch 28: loss did not improve from 0.01265
 24/400 [>.............................] - ETA: 3:46 - loss: 0.0279 - dice_coefficient: 0.9777
Epoch 28: loss did not improve from 0.01265
 25/400 [>.............................] - ETA: 3:45 - loss: 0.0336 - dice_coefficient: 0.9726
Epoch 28: loss did not improve from 0.01265
 26/400 [>.............................] - ETA: 3:44 - loss: 0.0611 - dice_coefficient: 0.9536
Epoch 28: loss did not improve from 0.01265
 27/400 [=>............................] - ETA: 3:43 - loss: 0.0599 - dice_coefficient: 0.9546
Epoch 28: loss did not improve from 0.01265
 28/400 [=>............................] - ETA: 3:42 - loss: 0.0583 - dice_coefficient: 0.9558
Epoch 28: loss did not improve from 0.01265
 29/400 [=>............................] - ETA: 3:41 - loss: 0.0570 - dice_coefficient: 0.9567
Epoch 28: loss did not improve from 0.01265
 30/400 [=>............................] - ETA: 3:40 - loss: 0.0583 - dice_coefficient: 0.9552
Epoch 28: loss did not improve from 0.01265
 31/400 [=>............................] - ETA: 3:39 - loss: 0.0582 - dice_coefficient: 0.9558
Epoch 28: loss did not improve from 0.01265
 32/400 [=>............................] - ETA: 3:38 - loss: 0.0567 - dice_coefficient: 0.9570
Epoch 28: loss did not improve from 0.01265
 33/400 [=>............................] - ETA: 3:38 - loss: 0.0558 - dice_coefficient: 0.9575
Epoch 28: loss did not improve from 0.01265
 34/400 [=>............................] - ETA: 3:37 - loss: 0.0547 - dice_coefficient: 0.9583
Epoch 28: loss did not improve from 0.01265
 35/400 [=>............................] - ETA: 3:36 - loss: 0.0560 - dice_coefficient: 0.9569
Epoch 28: loss did not improve from 0.01265
 36/400 [=>............................] - ETA: 3:35 - loss: 0.0552 - dice_coefficient: 0.9577
Epoch 28: loss did not improve from 0.01265
 37/400 [=>............................] - ETA: 3:34 - loss: 0.0547 - dice_coefficient: 0.9579
Epoch 28: loss did not improve from 0.01265
 38/400 [=>............................] - ETA: 3:34 - loss: 0.0538 - dice_coefficient: 0.9586
Epoch 28: loss did not improve from 0.01265
 39/400 [=>............................] - ETA: 3:33 - loss: 0.0528 - dice_coefficient: 0.9594
Epoch 28: loss did not improve from 0.01265
 40/400 [==>...........................] - ETA: 3:32 - loss: 0.0529 - dice_coefficient: 0.9590
Epoch 28: loss did not improve from 0.01265
 41/400 [==>...........................] - ETA: 3:31 - loss: 0.0518 - dice_coefficient: 0.9599
Epoch 28: loss did not improve from 0.01265
 42/400 [==>...........................] - ETA: 3:31 - loss: 0.0534 - dice_coefficient: 0.9583
Epoch 28: loss did not improve from 0.01265
 43/400 [==>...........................] - ETA: 3:30 - loss: 0.0532 - dice_coefficient: 0.9585
Epoch 28: loss did not improve from 0.01265
 44/400 [==>...........................] - ETA: 3:29 - loss: 0.0570 - dice_coefficient: 0.9553
Epoch 28: loss did not improve from 0.01265
 45/400 [==>...........................] - ETA: 3:28 - loss: 0.0563 - dice_coefficient: 0.9559
Epoch 28: loss did not improve from 0.01265
 46/400 [==>...........................] - ETA: 3:28 - loss: 0.0571 - dice_coefficient: 0.9558
Epoch 28: loss did not improve from 0.01265
 47/400 [==>...........................] - ETA: 3:27 - loss: 0.0566 - dice_coefficient: 0.9561
Epoch 28: loss did not improve from 0.01265
 48/400 [==>...........................] - ETA: 3:27 - loss: 0.0557 - dice_coefficient: 0.9568
Epoch 28: loss did not improve from 0.01265
 49/400 [==>...........................] - ETA: 3:26 - loss: 0.0549 - dice_coefficient: 0.9574
Epoch 28: loss did not improve from 0.01265
 50/400 [==>...........................] - ETA: 3:26 - loss: 0.0542 - dice_coefficient: 0.9581
Epoch 28: loss did not improve from 0.01265
 51/400 [==>...........................] - ETA: 3:25 - loss: 0.0535 - dice_coefficient: 0.9586
Epoch 28: loss did not improve from 0.01265
 52/400 [==>...........................] - ETA: 3:24 - loss: 0.0532 - dice_coefficient: 0.9588
Epoch 28: loss did not improve from 0.01265
 53/400 [==>...........................] - ETA: 3:24 - loss: 0.0526 - dice_coefficient: 0.9593
Epoch 28: loss did not improve from 0.01265
 54/400 [===>..........................] - ETA: 3:23 - loss: 0.0522 - dice_coefficient: 0.9596
Epoch 28: loss did not improve from 0.01265
 55/400 [===>..........................] - ETA: 3:22 - loss: 0.0517 - dice_coefficient: 0.9600
Epoch 28: loss did not improve from 0.01265
 56/400 [===>..........................] - ETA: 3:22 - loss: 0.0523 - dice_coefficient: 0.9593
Epoch 28: loss did not improve from 0.01265
 57/400 [===>..........................] - ETA: 3:21 - loss: 0.0516 - dice_coefficient: 0.9599
Epoch 28: loss did not improve from 0.01265
 58/400 [===>..........................] - ETA: 3:20 - loss: 0.0523 - dice_coefficient: 0.9591
Epoch 28: loss did not improve from 0.01265
 59/400 [===>..........................] - ETA: 3:20 - loss: 0.0520 - dice_coefficient: 0.9592
Epoch 28: loss did not improve from 0.01265
 60/400 [===>..........................] - ETA: 3:19 - loss: 0.0515 - dice_coefficient: 0.9597
Epoch 28: loss did not improve from 0.01265
 61/400 [===>..........................] - ETA: 3:18 - loss: 0.0537 - dice_coefficient: 0.9576
Epoch 28: loss did not improve from 0.01265
 62/400 [===>..........................] - ETA: 3:18 - loss: 0.0543 - dice_coefficient: 0.9573
Epoch 28: loss did not improve from 0.01265
 63/400 [===>..........................] - ETA: 3:17 - loss: 0.0539 - dice_coefficient: 0.9577
Epoch 28: loss did not improve from 0.01265
 64/400 [===>..........................] - ETA: 3:16 - loss: 0.0536 - dice_coefficient: 0.9578
Epoch 28: loss did not improve from 0.01265
 65/400 [===>..........................] - ETA: 3:16 - loss: 0.0583 - dice_coefficient: 0.9540
Epoch 28: loss did not improve from 0.01265
 66/400 [===>..........................] - ETA: 3:15 - loss: 0.0575 - dice_coefficient: 0.9546
Epoch 28: loss did not improve from 0.01265
 67/400 [====>.........................] - ETA: 3:14 - loss: 0.0570 - dice_coefficient: 0.9551
Epoch 28: loss did not improve from 0.01265
 68/400 [====>.........................] - ETA: 3:14 - loss: 0.0564 - dice_coefficient: 0.9556
Epoch 28: loss did not improve from 0.01265
 69/400 [====>.........................] - ETA: 3:13 - loss: 0.0565 - dice_coefficient: 0.9558
Epoch 28: loss did not improve from 0.01265
 70/400 [====>.........................] - ETA: 3:12 - loss: 0.0559 - dice_coefficient: 0.9562
Epoch 28: loss did not improve from 0.01265
 71/400 [====>.........................] - ETA: 3:12 - loss: 0.0556 - dice_coefficient: 0.9564
Epoch 28: loss did not improve from 0.01265
 72/400 [====>.........................] - ETA: 3:11 - loss: 0.0557 - dice_coefficient: 0.9566
Epoch 28: loss did not improve from 0.01265
 73/400 [====>.........................] - ETA: 3:11 - loss: 0.0564 - dice_coefficient: 0.9560
Epoch 28: loss did not improve from 0.01265
 74/400 [====>.........................] - ETA: 3:10 - loss: 0.0568 - dice_coefficient: 0.9555
Epoch 28: loss did not improve from 0.01265
 75/400 [====>.........................] - ETA: 3:09 - loss: 0.0568 - dice_coefficient: 0.9554
Epoch 28: loss did not improve from 0.01265
 76/400 [====>.........................] - ETA: 3:09 - loss: 0.0562 - dice_coefficient: 0.9559
Epoch 28: loss did not improve from 0.01265
 77/400 [====>.........................] - ETA: 3:08 - loss: 0.0558 - dice_coefficient: 0.9562
Epoch 28: loss did not improve from 0.01265
 78/400 [====>.........................] - ETA: 3:07 - loss: 0.0560 - dice_coefficient: 0.9560
Epoch 28: loss did not improve from 0.01265
 79/400 [====>.........................] - ETA: 3:07 - loss: 0.0557 - dice_coefficient: 0.9562
Epoch 28: loss did not improve from 0.01265
 80/400 [=====>........................] - ETA: 3:06 - loss: 0.0553 - dice_coefficient: 0.9566
Epoch 28: loss did not improve from 0.01265
 81/400 [=====>........................] - ETA: 3:05 - loss: 0.0559 - dice_coefficient: 0.9560
Epoch 28: loss did not improve from 0.01265
 82/400 [=====>........................] - ETA: 3:05 - loss: 0.0556 - dice_coefficient: 0.9562
Epoch 28: loss did not improve from 0.01265
 83/400 [=====>........................] - ETA: 3:04 - loss: 0.0554 - dice_coefficient: 0.9565
Epoch 28: loss did not improve from 0.01265
 84/400 [=====>........................] - ETA: 3:04 - loss: 0.0553 - dice_coefficient: 0.9566
Epoch 28: loss did not improve from 0.01265
 85/400 [=====>........................] - ETA: 3:03 - loss: 0.0549 - dice_coefficient: 0.9569
Epoch 28: loss did not improve from 0.01265
 86/400 [=====>........................] - ETA: 3:02 - loss: 0.0549 - dice_coefficient: 0.9568
Epoch 28: loss did not improve from 0.01265
 87/400 [=====>........................] - ETA: 3:02 - loss: 0.0546 - dice_coefficient: 0.9572
Epoch 28: loss did not improve from 0.01265
 88/400 [=====>........................] - ETA: 3:01 - loss: 0.0548 - dice_coefficient: 0.9570
Epoch 28: loss did not improve from 0.01265
 89/400 [=====>........................] - ETA: 3:01 - loss: 0.0543 - dice_coefficient: 0.9574
Epoch 28: loss did not improve from 0.01265
 90/400 [=====>........................] - ETA: 3:00 - loss: 0.0539 - dice_coefficient: 0.9577
Epoch 28: loss did not improve from 0.01265
 91/400 [=====>........................] - ETA: 2:59 - loss: 0.0535 - dice_coefficient: 0.9580
Epoch 28: loss did not improve from 0.01265
 92/400 [=====>........................] - ETA: 2:59 - loss: 0.0547 - dice_coefficient: 0.9569
Epoch 28: loss did not improve from 0.01265
 93/400 [=====>........................] - ETA: 2:58 - loss: 0.0545 - dice_coefficient: 0.9570
Epoch 28: loss did not improve from 0.01265
 94/400 [======>.......................] - ETA: 2:57 - loss: 0.0542 - dice_coefficient: 0.9572
Epoch 28: loss did not improve from 0.01265
 95/400 [======>.......................] - ETA: 2:57 - loss: 0.0541 - dice_coefficient: 0.9575
Epoch 28: loss did not improve from 0.01265
 96/400 [======>.......................] - ETA: 2:56 - loss: 0.0538 - dice_coefficient: 0.9578
Epoch 28: loss did not improve from 0.01265
 97/400 [======>.......................] - ETA: 2:56 - loss: 0.0538 - dice_coefficient: 0.9577
Epoch 28: loss did not improve from 0.01265
 98/400 [======>.......................] - ETA: 2:55 - loss: 0.0534 - dice_coefficient: 0.9580
Epoch 28: loss did not improve from 0.01265
 99/400 [======>.......................] - ETA: 2:54 - loss: 0.0531 - dice_coefficient: 0.9583
Epoch 28: loss did not improve from 0.01265
100/400 [======>.......................] - ETA: 2:54 - loss: 0.0528 - dice_coefficient: 0.9586
Epoch 28: loss did not improve from 0.01265
101/400 [======>.......................] - ETA: 2:53 - loss: 0.0525 - dice_coefficient: 0.9588
Epoch 28: loss did not improve from 0.01265
102/400 [======>.......................] - ETA: 2:53 - loss: 0.0521 - dice_coefficient: 0.9592
Epoch 28: loss did not improve from 0.01265
103/400 [======>.......................] - ETA: 2:52 - loss: 0.0519 - dice_coefficient: 0.9593
Epoch 28: loss did not improve from 0.01265
104/400 [======>.......................] - ETA: 2:51 - loss: 0.0515 - dice_coefficient: 0.9596
Epoch 28: loss did not improve from 0.01265
105/400 [======>.......................] - ETA: 2:51 - loss: 0.0513 - dice_coefficient: 0.9597
Epoch 28: loss did not improve from 0.01265
106/400 [======>.......................] - ETA: 2:50 - loss: 0.0511 - dice_coefficient: 0.9598
Epoch 28: loss did not improve from 0.01265
107/400 [=======>......................] - ETA: 2:50 - loss: 0.0523 - dice_coefficient: 0.9587
Epoch 28: loss did not improve from 0.01265
108/400 [=======>......................] - ETA: 2:49 - loss: 0.0523 - dice_coefficient: 0.9588
Epoch 28: loss did not improve from 0.01265
109/400 [=======>......................] - ETA: 2:48 - loss: 0.0520 - dice_coefficient: 0.9590
Epoch 28: loss did not improve from 0.01265
110/400 [=======>......................] - ETA: 2:48 - loss: 0.0517 - dice_coefficient: 0.9593
Epoch 28: loss did not improve from 0.01265
111/400 [=======>......................] - ETA: 2:47 - loss: 0.0514 - dice_coefficient: 0.9595
Epoch 28: loss did not improve from 0.01265
112/400 [=======>......................] - ETA: 2:47 - loss: 0.0510 - dice_coefficient: 0.9598
Epoch 28: loss did not improve from 0.01265
113/400 [=======>......................] - ETA: 2:46 - loss: 0.0508 - dice_coefficient: 0.9600
Epoch 28: loss did not improve from 0.01265
114/400 [=======>......................] - ETA: 2:45 - loss: 0.0511 - dice_coefficient: 0.9597
Epoch 28: loss did not improve from 0.01265
115/400 [=======>......................] - ETA: 2:45 - loss: 0.0509 - dice_coefficient: 0.9598
Epoch 28: loss did not improve from 0.01265
116/400 [=======>......................] - ETA: 2:44 - loss: 0.0506 - dice_coefficient: 0.9601
Epoch 28: loss did not improve from 0.01265
117/400 [=======>......................] - ETA: 2:44 - loss: 0.0505 - dice_coefficient: 0.9601
Epoch 28: loss did not improve from 0.01265
118/400 [=======>......................] - ETA: 2:43 - loss: 0.0503 - dice_coefficient: 0.9603
Epoch 28: loss did not improve from 0.01265
119/400 [=======>......................] - ETA: 2:42 - loss: 0.0502 - dice_coefficient: 0.9603
Epoch 28: loss did not improve from 0.01265
120/400 [========>.....................] - ETA: 2:42 - loss: 0.0501 - dice_coefficient: 0.9604
Epoch 28: loss did not improve from 0.01265
121/400 [========>.....................] - ETA: 2:41 - loss: 0.0499 - dice_coefficient: 0.9605
Epoch 28: loss did not improve from 0.01265
122/400 [========>.....................] - ETA: 2:41 - loss: 0.0496 - dice_coefficient: 0.9607
Epoch 28: loss did not improve from 0.01265
123/400 [========>.....................] - ETA: 2:40 - loss: 0.0504 - dice_coefficient: 0.9606
Epoch 28: loss did not improve from 0.01265
124/400 [========>.....................] - ETA: 2:39 - loss: 0.0504 - dice_coefficient: 0.9605
Epoch 28: loss did not improve from 0.01265
125/400 [========>.....................] - ETA: 2:39 - loss: 0.0503 - dice_coefficient: 0.9606
Epoch 28: loss did not improve from 0.01265
126/400 [========>.....................] - ETA: 2:38 - loss: 0.0500 - dice_coefficient: 0.9608
Epoch 28: loss did not improve from 0.01265
127/400 [========>.....................] - ETA: 2:38 - loss: 0.0500 - dice_coefficient: 0.9610
Epoch 28: loss did not improve from 0.01265
128/400 [========>.....................] - ETA: 2:37 - loss: 0.0498 - dice_coefficient: 0.9611
Epoch 28: loss did not improve from 0.01265
129/400 [========>.....................] - ETA: 2:36 - loss: 0.0496 - dice_coefficient: 0.9613
Epoch 28: loss did not improve from 0.01265
130/400 [========>.....................] - ETA: 2:36 - loss: 0.0495 - dice_coefficient: 0.9614
Epoch 28: loss did not improve from 0.01265
131/400 [========>.....................] - ETA: 2:35 - loss: 0.0493 - dice_coefficient: 0.9615
Epoch 28: loss did not improve from 0.01265
132/400 [========>.....................] - ETA: 2:35 - loss: 0.0530 - dice_coefficient: 0.9589
Epoch 28: loss did not improve from 0.01265
133/400 [========>.....................] - ETA: 2:34 - loss: 0.0529 - dice_coefficient: 0.9591
Epoch 28: loss did not improve from 0.01265
134/400 [=========>....................] - ETA: 2:33 - loss: 0.0561 - dice_coefficient: 0.9567
Epoch 28: loss did not improve from 0.01265
135/400 [=========>....................] - ETA: 2:33 - loss: 0.0558 - dice_coefficient: 0.9569
Epoch 28: loss did not improve from 0.01265
136/400 [=========>....................] - ETA: 2:32 - loss: 0.0554 - dice_coefficient: 0.9572
Epoch 28: loss did not improve from 0.01265
137/400 [=========>....................] - ETA: 2:32 - loss: 0.0552 - dice_coefficient: 0.9573
Epoch 28: loss did not improve from 0.01265
138/400 [=========>....................] - ETA: 2:31 - loss: 0.0550 - dice_coefficient: 0.9575
Epoch 28: loss did not improve from 0.01265
139/400 [=========>....................] - ETA: 2:30 - loss: 0.0547 - dice_coefficient: 0.9577
Epoch 28: loss did not improve from 0.01265
140/400 [=========>....................] - ETA: 2:30 - loss: 0.0551 - dice_coefficient: 0.9573
Epoch 28: loss did not improve from 0.01265
141/400 [=========>....................] - ETA: 2:29 - loss: 0.0548 - dice_coefficient: 0.9576
Epoch 28: loss did not improve from 0.01265
142/400 [=========>....................] - ETA: 2:29 - loss: 0.0545 - dice_coefficient: 0.9578
Epoch 28: loss did not improve from 0.01265
143/400 [=========>....................] - ETA: 2:28 - loss: 0.0566 - dice_coefficient: 0.9563
Epoch 28: loss did not improve from 0.01265
144/400 [=========>....................] - ETA: 2:27 - loss: 0.0609 - dice_coefficient: 0.9534
Epoch 28: loss did not improve from 0.01265
145/400 [=========>....................] - ETA: 2:27 - loss: 0.0609 - dice_coefficient: 0.9534
Epoch 28: loss did not improve from 0.01265
146/400 [=========>....................] - ETA: 2:26 - loss: 0.0606 - dice_coefficient: 0.9536
Epoch 28: loss did not improve from 0.01265
147/400 [==========>...................] - ETA: 2:26 - loss: 0.0604 - dice_coefficient: 0.9538
Epoch 28: loss did not improve from 0.01265
148/400 [==========>...................] - ETA: 2:25 - loss: 0.0601 - dice_coefficient: 0.9540
Epoch 28: loss did not improve from 0.01265
149/400 [==========>...................] - ETA: 2:25 - loss: 0.0600 - dice_coefficient: 0.9542
Epoch 28: loss did not improve from 0.01265
150/400 [==========>...................] - ETA: 2:24 - loss: 0.0597 - dice_coefficient: 0.9544
Epoch 28: loss did not improve from 0.01265
151/400 [==========>...................] - ETA: 2:23 - loss: 0.0609 - dice_coefficient: 0.9533
Epoch 28: loss did not improve from 0.01265
152/400 [==========>...................] - ETA: 2:23 - loss: 0.0605 - dice_coefficient: 0.9536
Epoch 28: loss did not improve from 0.01265
153/400 [==========>...................] - ETA: 2:22 - loss: 0.0606 - dice_coefficient: 0.9536
Epoch 28: loss did not improve from 0.01265
154/400 [==========>...................] - ETA: 2:22 - loss: 0.0603 - dice_coefficient: 0.9538
Epoch 28: loss did not improve from 0.01265
155/400 [==========>...................] - ETA: 2:21 - loss: 0.0600 - dice_coefficient: 0.9540
Epoch 28: loss did not improve from 0.01265
156/400 [==========>...................] - ETA: 2:20 - loss: 0.0599 - dice_coefficient: 0.9541
Epoch 28: loss did not improve from 0.01265
157/400 [==========>...................] - ETA: 2:20 - loss: 0.0597 - dice_coefficient: 0.9542
Epoch 28: loss did not improve from 0.01265
158/400 [==========>...................] - ETA: 2:19 - loss: 0.0595 - dice_coefficient: 0.9544
Epoch 28: loss did not improve from 0.01265
159/400 [==========>...................] - ETA: 2:19 - loss: 0.0592 - dice_coefficient: 0.9546
Epoch 28: loss did not improve from 0.01265
160/400 [===========>..................] - ETA: 2:18 - loss: 0.0589 - dice_coefficient: 0.9548
Epoch 28: loss did not improve from 0.01265
161/400 [===========>..................] - ETA: 2:18 - loss: 0.0587 - dice_coefficient: 0.9550
Epoch 28: loss did not improve from 0.01265
162/400 [===========>..................] - ETA: 2:17 - loss: 0.0584 - dice_coefficient: 0.9553
Epoch 28: loss did not improve from 0.01265
163/400 [===========>..................] - ETA: 2:16 - loss: 0.0586 - dice_coefficient: 0.9552
Epoch 28: loss did not improve from 0.01265
164/400 [===========>..................] - ETA: 2:16 - loss: 0.0584 - dice_coefficient: 0.9554
Epoch 28: loss did not improve from 0.01265
165/400 [===========>..................] - ETA: 2:15 - loss: 0.0581 - dice_coefficient: 0.9556
Epoch 28: loss did not improve from 0.01265
166/400 [===========>..................] - ETA: 2:15 - loss: 0.0578 - dice_coefficient: 0.9558
Epoch 28: loss did not improve from 0.01265
167/400 [===========>..................] - ETA: 2:14 - loss: 0.0577 - dice_coefficient: 0.9559
Epoch 28: loss did not improve from 0.01265
168/400 [===========>..................] - ETA: 2:13 - loss: 0.0576 - dice_coefficient: 0.9559
Epoch 28: loss did not improve from 0.01265
169/400 [===========>..................] - ETA: 2:13 - loss: 0.0574 - dice_coefficient: 0.9560
Epoch 28: loss did not improve from 0.01265
170/400 [===========>..................] - ETA: 2:12 - loss: 0.0577 - dice_coefficient: 0.9558
Epoch 28: loss did not improve from 0.01265
171/400 [===========>..................] - ETA: 2:12 - loss: 0.0575 - dice_coefficient: 0.9560
Epoch 28: loss did not improve from 0.01265
172/400 [===========>..................] - ETA: 2:11 - loss: 0.0582 - dice_coefficient: 0.9553
Epoch 28: loss did not improve from 0.01265
173/400 [===========>..................] - ETA: 2:11 - loss: 0.0580 - dice_coefficient: 0.9554
Epoch 28: loss did not improve from 0.01265
174/400 [============>.................] - ETA: 2:10 - loss: 0.0579 - dice_coefficient: 0.9556
Epoch 28: loss did not improve from 0.01265
175/400 [============>.................] - ETA: 2:09 - loss: 0.0579 - dice_coefficient: 0.9555
Epoch 28: loss did not improve from 0.01265
176/400 [============>.................] - ETA: 2:09 - loss: 0.0582 - dice_coefficient: 0.9553
Epoch 28: loss did not improve from 0.01265
177/400 [============>.................] - ETA: 2:08 - loss: 0.0583 - dice_coefficient: 0.9553
Epoch 28: loss did not improve from 0.01265
178/400 [============>.................] - ETA: 2:08 - loss: 0.0580 - dice_coefficient: 0.9555
Epoch 28: loss did not improve from 0.01265
179/400 [============>.................] - ETA: 2:07 - loss: 0.0578 - dice_coefficient: 0.9557
Epoch 28: loss did not improve from 0.01265
180/400 [============>.................] - ETA: 2:06 - loss: 0.0577 - dice_coefficient: 0.9558
Epoch 28: loss did not improve from 0.01265
181/400 [============>.................] - ETA: 2:06 - loss: 0.0575 - dice_coefficient: 0.9559
Epoch 28: loss did not improve from 0.01265
182/400 [============>.................] - ETA: 2:05 - loss: 0.0573 - dice_coefficient: 0.9560
Epoch 28: loss did not improve from 0.01265
183/400 [============>.................] - ETA: 2:05 - loss: 0.0571 - dice_coefficient: 0.9562
Epoch 28: loss did not improve from 0.01265
184/400 [============>.................] - ETA: 2:04 - loss: 0.0571 - dice_coefficient: 0.9562
Epoch 28: loss did not improve from 0.01265
185/400 [============>.................] - ETA: 2:04 - loss: 0.0570 - dice_coefficient: 0.9563
Epoch 28: loss did not improve from 0.01265
186/400 [============>.................] - ETA: 2:03 - loss: 0.0567 - dice_coefficient: 0.9565
Epoch 28: loss did not improve from 0.01265
187/400 [=============>................] - ETA: 2:02 - loss: 0.0568 - dice_coefficient: 0.9565
Epoch 28: loss did not improve from 0.01265
188/400 [=============>................] - ETA: 2:02 - loss: 0.0569 - dice_coefficient: 0.9564
Epoch 28: loss did not improve from 0.01265
189/400 [=============>................] - ETA: 2:01 - loss: 0.0568 - dice_coefficient: 0.9564
Epoch 28: loss did not improve from 0.01265
190/400 [=============>................] - ETA: 2:01 - loss: 0.0567 - dice_coefficient: 0.9565
Epoch 28: loss did not improve from 0.01265
191/400 [=============>................] - ETA: 2:00 - loss: 0.0564 - dice_coefficient: 0.9567
Epoch 28: loss did not improve from 0.01265
192/400 [=============>................] - ETA: 1:59 - loss: 0.0562 - dice_coefficient: 0.9569
Epoch 28: loss did not improve from 0.01265
193/400 [=============>................] - ETA: 1:59 - loss: 0.0587 - dice_coefficient: 0.9550
Epoch 28: loss did not improve from 0.01265
194/400 [=============>................] - ETA: 1:58 - loss: 0.0584 - dice_coefficient: 0.9552
Epoch 28: loss did not improve from 0.01265
195/400 [=============>................] - ETA: 1:58 - loss: 0.0584 - dice_coefficient: 0.9553
Epoch 28: loss did not improve from 0.01265
196/400 [=============>................] - ETA: 1:57 - loss: 0.0582 - dice_coefficient: 0.9554
Epoch 28: loss did not improve from 0.01265
197/400 [=============>................] - ETA: 1:57 - loss: 0.0580 - dice_coefficient: 0.9555
Epoch 28: loss did not improve from 0.01265
198/400 [=============>................] - ETA: 1:56 - loss: 0.0578 - dice_coefficient: 0.9557
Epoch 28: loss did not improve from 0.01265
199/400 [=============>................] - ETA: 1:55 - loss: 0.0576 - dice_coefficient: 0.9559
Epoch 28: loss did not improve from 0.01265
200/400 [==============>...............] - ETA: 1:55 - loss: 0.0574 - dice_coefficient: 0.9560
Epoch 28: loss did not improve from 0.01265
201/400 [==============>...............] - ETA: 1:54 - loss: 0.0587 - dice_coefficient: 0.9549
Epoch 28: loss did not improve from 0.01265
202/400 [==============>...............] - ETA: 1:54 - loss: 0.0585 - dice_coefficient: 0.9551
Epoch 28: loss did not improve from 0.01265
203/400 [==============>...............] - ETA: 1:53 - loss: 0.0583 - dice_coefficient: 0.9552
Epoch 28: loss did not improve from 0.01265
204/400 [==============>...............] - ETA: 1:53 - loss: 0.0583 - dice_coefficient: 0.9552
Epoch 28: loss did not improve from 0.01265
205/400 [==============>...............] - ETA: 1:52 - loss: 0.0581 - dice_coefficient: 0.9554
Epoch 28: loss did not improve from 0.01265
206/400 [==============>...............] - ETA: 1:51 - loss: 0.0584 - dice_coefficient: 0.9551
Epoch 28: loss did not improve from 0.01265
207/400 [==============>...............] - ETA: 1:51 - loss: 0.0582 - dice_coefficient: 0.9552
Epoch 28: loss did not improve from 0.01265
208/400 [==============>...............] - ETA: 1:50 - loss: 0.0581 - dice_coefficient: 0.9554
Epoch 28: loss did not improve from 0.01265
209/400 [==============>...............] - ETA: 1:50 - loss: 0.0583 - dice_coefficient: 0.9551
Epoch 28: loss did not improve from 0.01265
210/400 [==============>...............] - ETA: 1:49 - loss: 0.0581 - dice_coefficient: 0.9552
Epoch 28: loss did not improve from 0.01265
211/400 [==============>...............] - ETA: 1:48 - loss: 0.0579 - dice_coefficient: 0.9554
Epoch 28: loss did not improve from 0.01265
212/400 [==============>...............] - ETA: 1:48 - loss: 0.0578 - dice_coefficient: 0.9555
Epoch 28: loss did not improve from 0.01265
213/400 [==============>...............] - ETA: 1:47 - loss: 0.0576 - dice_coefficient: 0.9556
Epoch 28: loss did not improve from 0.01265
214/400 [===============>..............] - ETA: 1:47 - loss: 0.0574 - dice_coefficient: 0.9558
Epoch 28: loss did not improve from 0.01265
215/400 [===============>..............] - ETA: 1:46 - loss: 0.0573 - dice_coefficient: 0.9559
Epoch 28: loss did not improve from 0.01265
216/400 [===============>..............] - ETA: 1:46 - loss: 0.0572 - dice_coefficient: 0.9560
Epoch 28: loss did not improve from 0.01265
217/400 [===============>..............] - ETA: 1:45 - loss: 0.0572 - dice_coefficient: 0.9560
Epoch 28: loss did not improve from 0.01265
218/400 [===============>..............] - ETA: 1:44 - loss: 0.0572 - dice_coefficient: 0.9560
Epoch 28: loss did not improve from 0.01265
219/400 [===============>..............] - ETA: 1:44 - loss: 0.0571 - dice_coefficient: 0.9560
Epoch 28: loss did not improve from 0.01265
220/400 [===============>..............] - ETA: 1:43 - loss: 0.0570 - dice_coefficient: 0.9561
Epoch 28: loss did not improve from 0.01265
221/400 [===============>..............] - ETA: 1:43 - loss: 0.0568 - dice_coefficient: 0.9563
Epoch 28: loss did not improve from 0.01265
222/400 [===============>..............] - ETA: 1:42 - loss: 0.0567 - dice_coefficient: 0.9563
Epoch 28: loss did not improve from 0.01265
223/400 [===============>..............] - ETA: 1:42 - loss: 0.0566 - dice_coefficient: 0.9564
Epoch 28: loss did not improve from 0.01265
224/400 [===============>..............] - ETA: 1:41 - loss: 0.0567 - dice_coefficient: 0.9563
Epoch 28: loss did not improve from 0.01265
225/400 [===============>..............] - ETA: 1:40 - loss: 0.0566 - dice_coefficient: 0.9564
Epoch 28: loss did not improve from 0.01265
226/400 [===============>..............] - ETA: 1:40 - loss: 0.0565 - dice_coefficient: 0.9565
Epoch 28: loss did not improve from 0.01265
227/400 [================>.............] - ETA: 1:39 - loss: 0.0564 - dice_coefficient: 0.9565
Epoch 28: loss did not improve from 0.01265
228/400 [================>.............] - ETA: 1:39 - loss: 0.0564 - dice_coefficient: 0.9565
Epoch 28: loss did not improve from 0.01265
229/400 [================>.............] - ETA: 1:38 - loss: 0.0566 - dice_coefficient: 0.9562
Epoch 28: loss did not improve from 0.01265
230/400 [================>.............] - ETA: 1:38 - loss: 0.0565 - dice_coefficient: 0.9563
Epoch 28: loss did not improve from 0.01265
231/400 [================>.............] - ETA: 1:37 - loss: 0.0566 - dice_coefficient: 0.9562
Epoch 28: loss did not improve from 0.01265
232/400 [================>.............] - ETA: 1:36 - loss: 0.0566 - dice_coefficient: 0.9562
Epoch 28: loss did not improve from 0.01265
233/400 [================>.............] - ETA: 1:36 - loss: 0.0564 - dice_coefficient: 0.9563
Epoch 28: loss did not improve from 0.01265
234/400 [================>.............] - ETA: 1:35 - loss: 0.0564 - dice_coefficient: 0.9564
Epoch 28: loss did not improve from 0.01265
235/400 [================>.............] - ETA: 1:35 - loss: 0.0563 - dice_coefficient: 0.9565
Epoch 28: loss did not improve from 0.01265
236/400 [================>.............] - ETA: 1:34 - loss: 0.0562 - dice_coefficient: 0.9566
Epoch 28: loss did not improve from 0.01265
237/400 [================>.............] - ETA: 1:33 - loss: 0.0562 - dice_coefficient: 0.9565
Epoch 28: loss did not improve from 0.01265
238/400 [================>.............] - ETA: 1:33 - loss: 0.0562 - dice_coefficient: 0.9565
Epoch 28: loss did not improve from 0.01265
239/400 [================>.............] - ETA: 1:32 - loss: 0.0563 - dice_coefficient: 0.9564
Epoch 28: loss did not improve from 0.01265
240/400 [=================>............] - ETA: 1:32 - loss: 0.0562 - dice_coefficient: 0.9564
Epoch 28: loss did not improve from 0.01265
241/400 [=================>............] - ETA: 1:31 - loss: 0.0561 - dice_coefficient: 0.9565
Epoch 28: loss did not improve from 0.01265
242/400 [=================>............] - ETA: 1:31 - loss: 0.0559 - dice_coefficient: 0.9567
Epoch 28: loss did not improve from 0.01265
243/400 [=================>............] - ETA: 1:30 - loss: 0.0558 - dice_coefficient: 0.9567
Epoch 28: loss did not improve from 0.01265
244/400 [=================>............] - ETA: 1:29 - loss: 0.0557 - dice_coefficient: 0.9569
Epoch 28: loss did not improve from 0.01265
245/400 [=================>............] - ETA: 1:29 - loss: 0.0557 - dice_coefficient: 0.9568
Epoch 28: loss did not improve from 0.01265
246/400 [=================>............] - ETA: 1:28 - loss: 0.0556 - dice_coefficient: 0.9569
Epoch 28: loss did not improve from 0.01265
247/400 [=================>............] - ETA: 1:28 - loss: 0.0554 - dice_coefficient: 0.9570
Epoch 28: loss did not improve from 0.01265
248/400 [=================>............] - ETA: 1:27 - loss: 0.0552 - dice_coefficient: 0.9572
Epoch 28: loss did not improve from 0.01265
249/400 [=================>............] - ETA: 1:27 - loss: 0.0551 - dice_coefficient: 0.9573
Epoch 28: loss did not improve from 0.01265
250/400 [=================>............] - ETA: 1:26 - loss: 0.0549 - dice_coefficient: 0.9574
Epoch 28: loss did not improve from 0.01265
251/400 [=================>............] - ETA: 1:25 - loss: 0.0548 - dice_coefficient: 0.9576
Epoch 28: loss did not improve from 0.01265
252/400 [=================>............] - ETA: 1:25 - loss: 0.0553 - dice_coefficient: 0.9570
Epoch 28: loss did not improve from 0.01265
253/400 [=================>............] - ETA: 1:24 - loss: 0.0553 - dice_coefficient: 0.9570
Epoch 28: loss did not improve from 0.01265
254/400 [==================>...........] - ETA: 1:24 - loss: 0.0553 - dice_coefficient: 0.9571
Epoch 28: loss did not improve from 0.01265
255/400 [==================>...........] - ETA: 1:23 - loss: 0.0551 - dice_coefficient: 0.9572
Epoch 28: loss did not improve from 0.01265
256/400 [==================>...........] - ETA: 1:22 - loss: 0.0551 - dice_coefficient: 0.9573
Epoch 28: loss did not improve from 0.01265
257/400 [==================>...........] - ETA: 1:22 - loss: 0.0551 - dice_coefficient: 0.9572
Epoch 28: loss did not improve from 0.01265
258/400 [==================>...........] - ETA: 1:21 - loss: 0.0551 - dice_coefficient: 0.9571
Epoch 28: loss did not improve from 0.01265
259/400 [==================>...........] - ETA: 1:21 - loss: 0.0551 - dice_coefficient: 0.9571
Epoch 28: loss did not improve from 0.01265
260/400 [==================>...........] - ETA: 1:20 - loss: 0.0550 - dice_coefficient: 0.9573
Epoch 28: loss did not improve from 0.01265
261/400 [==================>...........] - ETA: 1:20 - loss: 0.0549 - dice_coefficient: 0.9573
Epoch 28: loss did not improve from 0.01265
262/400 [==================>...........] - ETA: 1:19 - loss: 0.0548 - dice_coefficient: 0.9574
Epoch 28: loss did not improve from 0.01265
263/400 [==================>...........] - ETA: 1:18 - loss: 0.0547 - dice_coefficient: 0.9575
Epoch 28: loss did not improve from 0.01265
264/400 [==================>...........] - ETA: 1:18 - loss: 0.0546 - dice_coefficient: 0.9576
Epoch 28: loss did not improve from 0.01265
265/400 [==================>...........] - ETA: 1:17 - loss: 0.0545 - dice_coefficient: 0.9577
Epoch 28: loss did not improve from 0.01265
266/400 [==================>...........] - ETA: 1:17 - loss: 0.0546 - dice_coefficient: 0.9576
Epoch 28: loss did not improve from 0.01265
267/400 [===================>..........] - ETA: 1:16 - loss: 0.0544 - dice_coefficient: 0.9577
Epoch 28: loss did not improve from 0.01265
268/400 [===================>..........] - ETA: 1:16 - loss: 0.0543 - dice_coefficient: 0.9578
Epoch 28: loss did not improve from 0.01265
269/400 [===================>..........] - ETA: 1:15 - loss: 0.0541 - dice_coefficient: 0.9579
Epoch 28: loss did not improve from 0.01265
270/400 [===================>..........] - ETA: 1:14 - loss: 0.0540 - dice_coefficient: 0.9580
Epoch 28: loss did not improve from 0.01265
271/400 [===================>..........] - ETA: 1:14 - loss: 0.0539 - dice_coefficient: 0.9581
Epoch 28: loss did not improve from 0.01265
272/400 [===================>..........] - ETA: 1:13 - loss: 0.0538 - dice_coefficient: 0.9582
Epoch 28: loss did not improve from 0.01265
273/400 [===================>..........] - ETA: 1:13 - loss: 0.0537 - dice_coefficient: 0.9582
Epoch 28: loss did not improve from 0.01265
274/400 [===================>..........] - ETA: 1:12 - loss: 0.0536 - dice_coefficient: 0.9583
Epoch 28: loss did not improve from 0.01265
275/400 [===================>..........] - ETA: 1:12 - loss: 0.0536 - dice_coefficient: 0.9583
Epoch 28: loss did not improve from 0.01265
276/400 [===================>..........] - ETA: 1:11 - loss: 0.0535 - dice_coefficient: 0.9584
Epoch 28: loss did not improve from 0.01265
277/400 [===================>..........] - ETA: 1:10 - loss: 0.0535 - dice_coefficient: 0.9584
Epoch 28: loss did not improve from 0.01265
278/400 [===================>..........] - ETA: 1:10 - loss: 0.0534 - dice_coefficient: 0.9585
Epoch 28: loss did not improve from 0.01265
279/400 [===================>..........] - ETA: 1:09 - loss: 0.0533 - dice_coefficient: 0.9586
Epoch 28: loss did not improve from 0.01265
280/400 [====================>.........] - ETA: 1:09 - loss: 0.0536 - dice_coefficient: 0.9583
Epoch 28: loss did not improve from 0.01265
281/400 [====================>.........] - ETA: 1:08 - loss: 0.0535 - dice_coefficient: 0.9584
Epoch 28: loss did not improve from 0.01265
282/400 [====================>.........] - ETA: 1:07 - loss: 0.0534 - dice_coefficient: 0.9585
Epoch 28: loss did not improve from 0.01265
283/400 [====================>.........] - ETA: 1:07 - loss: 0.0532 - dice_coefficient: 0.9586
Epoch 28: loss did not improve from 0.01265
284/400 [====================>.........] - ETA: 1:06 - loss: 0.0531 - dice_coefficient: 0.9587
Epoch 28: loss did not improve from 0.01265
285/400 [====================>.........] - ETA: 1:06 - loss: 0.0530 - dice_coefficient: 0.9588
Epoch 28: loss did not improve from 0.01265
286/400 [====================>.........] - ETA: 1:05 - loss: 0.0529 - dice_coefficient: 0.9589
Epoch 28: loss did not improve from 0.01265
287/400 [====================>.........] - ETA: 1:05 - loss: 0.0528 - dice_coefficient: 0.9590
Epoch 28: loss did not improve from 0.01265
288/400 [====================>.........] - ETA: 1:04 - loss: 0.0528 - dice_coefficient: 0.9589
Epoch 28: loss did not improve from 0.01265
289/400 [====================>.........] - ETA: 1:03 - loss: 0.0527 - dice_coefficient: 0.9590
Epoch 28: loss did not improve from 0.01265
290/400 [====================>.........] - ETA: 1:03 - loss: 0.0527 - dice_coefficient: 0.9590
Epoch 28: loss did not improve from 0.01265
291/400 [====================>.........] - ETA: 1:02 - loss: 0.0527 - dice_coefficient: 0.9590
Epoch 28: loss did not improve from 0.01265
292/400 [====================>.........] - ETA: 1:02 - loss: 0.0526 - dice_coefficient: 0.9591
Epoch 28: loss did not improve from 0.01265
293/400 [====================>.........] - ETA: 1:01 - loss: 0.0524 - dice_coefficient: 0.9592
Epoch 28: loss did not improve from 0.01265
294/400 [=====================>........] - ETA: 1:01 - loss: 0.0524 - dice_coefficient: 0.9592
Epoch 28: loss did not improve from 0.01265
295/400 [=====================>........] - ETA: 1:00 - loss: 0.0523 - dice_coefficient: 0.9593
Epoch 28: loss did not improve from 0.01265
296/400 [=====================>........] - ETA: 59s - loss: 0.0522 - dice_coefficient: 0.9594 
Epoch 28: loss did not improve from 0.01265
297/400 [=====================>........] - ETA: 59s - loss: 0.0522 - dice_coefficient: 0.9594
Epoch 28: loss did not improve from 0.01265
298/400 [=====================>........] - ETA: 58s - loss: 0.0521 - dice_coefficient: 0.9594
Epoch 28: loss did not improve from 0.01265
299/400 [=====================>........] - ETA: 58s - loss: 0.0520 - dice_coefficient: 0.9596
Epoch 28: loss did not improve from 0.01265
300/400 [=====================>........] - ETA: 57s - loss: 0.0519 - dice_coefficient: 0.9596
Epoch 28: loss did not improve from 0.01265
301/400 [=====================>........] - ETA: 57s - loss: 0.0518 - dice_coefficient: 0.9597
Epoch 28: loss did not improve from 0.01265
302/400 [=====================>........] - ETA: 56s - loss: 0.0516 - dice_coefficient: 0.9598
Epoch 28: loss did not improve from 0.01265
303/400 [=====================>........] - ETA: 55s - loss: 0.0516 - dice_coefficient: 0.9599
Epoch 28: loss did not improve from 0.01265
304/400 [=====================>........] - ETA: 55s - loss: 0.0516 - dice_coefficient: 0.9599
Epoch 28: loss did not improve from 0.01265
305/400 [=====================>........] - ETA: 54s - loss: 0.0516 - dice_coefficient: 0.9599
Epoch 28: loss did not improve from 0.01265
306/400 [=====================>........] - ETA: 54s - loss: 0.0518 - dice_coefficient: 0.9596
Epoch 28: loss did not improve from 0.01265
307/400 [======================>.......] - ETA: 53s - loss: 0.0517 - dice_coefficient: 0.9597
Epoch 28: loss did not improve from 0.01265
308/400 [======================>.......] - ETA: 52s - loss: 0.0517 - dice_coefficient: 0.9597
Epoch 28: loss did not improve from 0.01265
309/400 [======================>.......] - ETA: 52s - loss: 0.0515 - dice_coefficient: 0.9598
Epoch 28: loss did not improve from 0.01265
310/400 [======================>.......] - ETA: 51s - loss: 0.0514 - dice_coefficient: 0.9599
Epoch 28: loss did not improve from 0.01265
311/400 [======================>.......] - ETA: 51s - loss: 0.0514 - dice_coefficient: 0.9600
Epoch 28: loss did not improve from 0.01265
312/400 [======================>.......] - ETA: 50s - loss: 0.0514 - dice_coefficient: 0.9599
Epoch 28: loss did not improve from 0.01265
313/400 [======================>.......] - ETA: 50s - loss: 0.0513 - dice_coefficient: 0.9600
Epoch 28: loss did not improve from 0.01265
314/400 [======================>.......] - ETA: 49s - loss: 0.0512 - dice_coefficient: 0.9601
Epoch 28: loss did not improve from 0.01265
315/400 [======================>.......] - ETA: 48s - loss: 0.0513 - dice_coefficient: 0.9600
Epoch 28: loss did not improve from 0.01265
316/400 [======================>.......] - ETA: 48s - loss: 0.0512 - dice_coefficient: 0.9600
Epoch 28: loss did not improve from 0.01265
317/400 [======================>.......] - ETA: 47s - loss: 0.0511 - dice_coefficient: 0.9601
Epoch 28: loss did not improve from 0.01265
318/400 [======================>.......] - ETA: 47s - loss: 0.0512 - dice_coefficient: 0.9600
Epoch 28: loss did not improve from 0.01265
319/400 [======================>.......] - ETA: 46s - loss: 0.0511 - dice_coefficient: 0.9601
Epoch 28: loss did not improve from 0.01265
320/400 [=======================>......] - ETA: 46s - loss: 0.0512 - dice_coefficient: 0.9600
Epoch 28: loss did not improve from 0.01265
321/400 [=======================>......] - ETA: 45s - loss: 0.0512 - dice_coefficient: 0.9600
Epoch 28: loss did not improve from 0.01265
322/400 [=======================>......] - ETA: 44s - loss: 0.0514 - dice_coefficient: 0.9598
Epoch 28: loss did not improve from 0.01265
323/400 [=======================>......] - ETA: 44s - loss: 0.0513 - dice_coefficient: 0.9599
Epoch 28: loss did not improve from 0.01265
324/400 [=======================>......] - ETA: 43s - loss: 0.0512 - dice_coefficient: 0.9600
Epoch 28: loss did not improve from 0.01265
325/400 [=======================>......] - ETA: 43s - loss: 0.0514 - dice_coefficient: 0.9600
Epoch 28: loss did not improve from 0.01265
326/400 [=======================>......] - ETA: 42s - loss: 0.0513 - dice_coefficient: 0.9600
Epoch 28: loss did not improve from 0.01265
327/400 [=======================>......] - ETA: 42s - loss: 0.0512 - dice_coefficient: 0.9601
Epoch 28: loss did not improve from 0.01265
328/400 [=======================>......] - ETA: 41s - loss: 0.0511 - dice_coefficient: 0.9602
Epoch 28: loss did not improve from 0.01265
329/400 [=======================>......] - ETA: 40s - loss: 0.0510 - dice_coefficient: 0.9603
Epoch 28: loss did not improve from 0.01265
330/400 [=======================>......] - ETA: 40s - loss: 0.0509 - dice_coefficient: 0.9604
Epoch 28: loss did not improve from 0.01265
331/400 [=======================>......] - ETA: 39s - loss: 0.0509 - dice_coefficient: 0.9604
Epoch 28: loss did not improve from 0.01265
332/400 [=======================>......] - ETA: 39s - loss: 0.0508 - dice_coefficient: 0.9604
Epoch 28: loss did not improve from 0.01265
333/400 [=======================>......] - ETA: 38s - loss: 0.0509 - dice_coefficient: 0.9603
Epoch 28: loss did not improve from 0.01265
334/400 [========================>.....] - ETA: 38s - loss: 0.0509 - dice_coefficient: 0.9604
Epoch 28: loss did not improve from 0.01265
335/400 [========================>.....] - ETA: 37s - loss: 0.0508 - dice_coefficient: 0.9605
Epoch 28: loss did not improve from 0.01265
336/400 [========================>.....] - ETA: 36s - loss: 0.0507 - dice_coefficient: 0.9605
Epoch 28: loss did not improve from 0.01265
337/400 [========================>.....] - ETA: 36s - loss: 0.0506 - dice_coefficient: 0.9606
Epoch 28: loss did not improve from 0.01265
338/400 [========================>.....] - ETA: 35s - loss: 0.0506 - dice_coefficient: 0.9606
Epoch 28: loss did not improve from 0.01265
339/400 [========================>.....] - ETA: 35s - loss: 0.0505 - dice_coefficient: 0.9607
Epoch 28: loss did not improve from 0.01265
340/400 [========================>.....] - ETA: 34s - loss: 0.0505 - dice_coefficient: 0.9606
Epoch 28: loss did not improve from 0.01265
341/400 [========================>.....] - ETA: 34s - loss: 0.0505 - dice_coefficient: 0.9607
Epoch 28: loss did not improve from 0.01265
342/400 [========================>.....] - ETA: 33s - loss: 0.0503 - dice_coefficient: 0.9608
Epoch 28: loss did not improve from 0.01265
343/400 [========================>.....] - ETA: 32s - loss: 0.0503 - dice_coefficient: 0.9608
Epoch 28: loss did not improve from 0.01265
344/400 [========================>.....] - ETA: 32s - loss: 0.0502 - dice_coefficient: 0.9609
Epoch 28: loss did not improve from 0.01265
345/400 [========================>.....] - ETA: 31s - loss: 0.0502 - dice_coefficient: 0.9610
Epoch 28: loss did not improve from 0.01265
346/400 [========================>.....] - ETA: 31s - loss: 0.0501 - dice_coefficient: 0.9610
Epoch 28: loss did not improve from 0.01265
347/400 [=========================>....] - ETA: 30s - loss: 0.0500 - dice_coefficient: 0.9611
Epoch 28: loss did not improve from 0.01265
348/400 [=========================>....] - ETA: 29s - loss: 0.0499 - dice_coefficient: 0.9612
Epoch 28: loss did not improve from 0.01265
349/400 [=========================>....] - ETA: 29s - loss: 0.0500 - dice_coefficient: 0.9612
Epoch 28: loss did not improve from 0.01265
350/400 [=========================>....] - ETA: 28s - loss: 0.0499 - dice_coefficient: 0.9612
Epoch 28: loss did not improve from 0.01265
351/400 [=========================>....] - ETA: 28s - loss: 0.0498 - dice_coefficient: 0.9613
Epoch 28: loss did not improve from 0.01265
352/400 [=========================>....] - ETA: 27s - loss: 0.0498 - dice_coefficient: 0.9613
Epoch 28: loss did not improve from 0.01265
353/400 [=========================>....] - ETA: 27s - loss: 0.0497 - dice_coefficient: 0.9613
Epoch 28: loss did not improve from 0.01265
354/400 [=========================>....] - ETA: 26s - loss: 0.0497 - dice_coefficient: 0.9614
Epoch 28: loss did not improve from 0.01265
355/400 [=========================>....] - ETA: 25s - loss: 0.0496 - dice_coefficient: 0.9614
Epoch 28: loss did not improve from 0.01265
356/400 [=========================>....] - ETA: 25s - loss: 0.0497 - dice_coefficient: 0.9613
Epoch 28: loss did not improve from 0.01265
357/400 [=========================>....] - ETA: 24s - loss: 0.0496 - dice_coefficient: 0.9614
Epoch 28: loss did not improve from 0.01265
358/400 [=========================>....] - ETA: 24s - loss: 0.0495 - dice_coefficient: 0.9614
Epoch 28: loss did not improve from 0.01265
359/400 [=========================>....] - ETA: 23s - loss: 0.0495 - dice_coefficient: 0.9615
Epoch 28: loss did not improve from 0.01265
360/400 [==========================>...] - ETA: 23s - loss: 0.0494 - dice_coefficient: 0.9615
Epoch 28: loss did not improve from 0.01265
361/400 [==========================>...] - ETA: 22s - loss: 0.0494 - dice_coefficient: 0.9616
Epoch 28: loss did not improve from 0.01265
362/400 [==========================>...] - ETA: 21s - loss: 0.0493 - dice_coefficient: 0.9617
Epoch 28: loss did not improve from 0.01265
363/400 [==========================>...] - ETA: 21s - loss: 0.0492 - dice_coefficient: 0.9617
Epoch 28: loss did not improve from 0.01265
364/400 [==========================>...] - ETA: 20s - loss: 0.0492 - dice_coefficient: 0.9617
Epoch 28: loss did not improve from 0.01265
365/400 [==========================>...] - ETA: 20s - loss: 0.0492 - dice_coefficient: 0.9618
Epoch 28: loss did not improve from 0.01265
366/400 [==========================>...] - ETA: 19s - loss: 0.0491 - dice_coefficient: 0.9618
Epoch 28: loss did not improve from 0.01265
367/400 [==========================>...] - ETA: 19s - loss: 0.0491 - dice_coefficient: 0.9619
Epoch 28: loss did not improve from 0.01265
368/400 [==========================>...] - ETA: 18s - loss: 0.0491 - dice_coefficient: 0.9618
Epoch 28: loss did not improve from 0.01265
369/400 [==========================>...] - ETA: 17s - loss: 0.0490 - dice_coefficient: 0.9619
Epoch 28: loss did not improve from 0.01265
370/400 [==========================>...] - ETA: 17s - loss: 0.0491 - dice_coefficient: 0.9618
Epoch 28: loss did not improve from 0.01265
371/400 [==========================>...] - ETA: 16s - loss: 0.0490 - dice_coefficient: 0.9619
Epoch 28: loss did not improve from 0.01265
372/400 [==========================>...] - ETA: 16s - loss: 0.0490 - dice_coefficient: 0.9619
Epoch 28: loss did not improve from 0.01265
373/400 [==========================>...] - ETA: 15s - loss: 0.0492 - dice_coefficient: 0.9618
Epoch 28: loss did not improve from 0.01265
374/400 [===========================>..] - ETA: 15s - loss: 0.0494 - dice_coefficient: 0.9616
Epoch 28: loss did not improve from 0.01265
375/400 [===========================>..] - ETA: 14s - loss: 0.0493 - dice_coefficient: 0.9616
Epoch 28: loss did not improve from 0.01265
376/400 [===========================>..] - ETA: 13s - loss: 0.0493 - dice_coefficient: 0.9617
Epoch 28: loss did not improve from 0.01265
377/400 [===========================>..] - ETA: 13s - loss: 0.0492 - dice_coefficient: 0.9617
Epoch 28: loss did not improve from 0.01265
378/400 [===========================>..] - ETA: 12s - loss: 0.0919 - dice_coefficient: 0.9592
Epoch 28: loss did not improve from 0.01265
379/400 [===========================>..] - ETA: 12s - loss: 0.0922 - dice_coefficient: 0.9589
Epoch 28: loss did not improve from 0.01265
380/400 [===========================>..] - ETA: 11s - loss: 0.0924 - dice_coefficient: 0.9586
Epoch 28: loss did not improve from 0.01265
381/400 [===========================>..] - ETA: 10s - loss: 0.0926 - dice_coefficient: 0.9583
Epoch 28: loss did not improve from 0.01265
382/400 [===========================>..] - ETA: 10s - loss: 0.0924 - dice_coefficient: 0.9584
Epoch 28: loss did not improve from 0.01265
383/400 [===========================>..] - ETA: 9s - loss: 0.0923 - dice_coefficient: 0.9583 
Epoch 28: loss did not improve from 0.01265
384/400 [===========================>..] - ETA: 9s - loss: 0.0923 - dice_coefficient: 0.9583
Epoch 28: loss did not improve from 0.01265
385/400 [===========================>..] - ETA: 8s - loss: 0.0923 - dice_coefficient: 0.9582
Epoch 28: loss did not improve from 0.01265
386/400 [===========================>..] - ETA: 8s - loss: 0.0921 - dice_coefficient: 0.9582
Epoch 28: loss did not improve from 0.01265
387/400 [============================>.] - ETA: 7s - loss: 0.0919 - dice_coefficient: 0.9583
Epoch 28: loss did not improve from 0.01265
388/400 [============================>.] - ETA: 6s - loss: 0.0918 - dice_coefficient: 0.9583
Epoch 28: loss did not improve from 0.01265
389/400 [============================>.] - ETA: 6s - loss: 0.0917 - dice_coefficient: 0.9583
Epoch 28: loss did not improve from 0.01265
390/400 [============================>.] - ETA: 5s - loss: 0.0915 - dice_coefficient: 0.9583
Epoch 28: loss did not improve from 0.01265
391/400 [============================>.] - ETA: 5s - loss: 0.0913 - dice_coefficient: 0.9584
Epoch 28: loss did not improve from 0.01265
392/400 [============================>.] - ETA: 4s - loss: 0.0911 - dice_coefficient: 0.9585
Epoch 28: loss did not improve from 0.01265
393/400 [============================>.] - ETA: 4s - loss: 0.0910 - dice_coefficient: 0.9585
Epoch 28: loss did not improve from 0.01265
394/400 [============================>.] - ETA: 3s - loss: 0.0908 - dice_coefficient: 0.9586
Epoch 28: loss did not improve from 0.01265
395/400 [============================>.] - ETA: 2s - loss: 0.0906 - dice_coefficient: 0.9587
Epoch 28: loss did not improve from 0.01265
396/400 [============================>.] - ETA: 2s - loss: 0.0905 - dice_coefficient: 0.9587
Epoch 28: loss did not improve from 0.01265
397/400 [============================>.] - ETA: 1s - loss: 0.0903 - dice_coefficient: 0.9588
Epoch 28: loss did not improve from 0.01265
398/400 [============================>.] - ETA: 1s - loss: 0.0901 - dice_coefficient: 0.9589
Epoch 28: loss did not improve from 0.01265
399/400 [============================>.] - ETA: 0s - loss: 0.0907 - dice_coefficient: 0.9582
Epoch 28: loss did not improve from 0.01265
400/400 [==============================] - 233s 581ms/step - loss: 0.0906 - dice_coefficient: 0.9583 - val_loss: 0.7292 - val_dice_coefficient: 0.6610 - lr: 1.0000e-06
Epoch 29/30

Epoch 29: loss improved from 0.01265 to 0.01091, saving model to model-0.01.h5
  1/400 [..............................] - ETA: 4:54 - loss: 0.0109 - dice_coefficient: 0.9912
Epoch 29: loss did not improve from 0.01091
  2/400 [..............................] - ETA: 3:51 - loss: 0.0155 - dice_coefficient: 0.9898
Epoch 29: loss did not improve from 0.01091
  3/400 [..............................] - ETA: 3:49 - loss: 0.0288 - dice_coefficient: 0.9770
Epoch 29: loss did not improve from 0.01091
  4/400 [..............................] - ETA: 3:49 - loss: 0.0277 - dice_coefficient: 0.9786
Epoch 29: loss did not improve from 0.01091
  5/400 [..............................] - ETA: 3:47 - loss: 0.0332 - dice_coefficient: 0.9733
Epoch 29: loss did not improve from 0.01091
  6/400 [..............................] - ETA: 3:46 - loss: 0.0301 - dice_coefficient: 0.9762
Epoch 29: loss did not improve from 0.01091
  7/400 [..............................] - ETA: 3:45 - loss: 0.0267 - dice_coefficient: 0.9789
Epoch 29: loss did not improve from 0.01091
  8/400 [..............................] - ETA: 3:44 - loss: 0.0245 - dice_coefficient: 0.9808
Epoch 29: loss did not improve from 0.01091
  9/400 [..............................] - ETA: 3:44 - loss: 0.0228 - dice_coefficient: 0.9822
Epoch 29: loss did not improve from 0.01091
 10/400 [..............................] - ETA: 3:43 - loss: 0.0253 - dice_coefficient: 0.9798
Epoch 29: loss did not improve from 0.01091
 11/400 [..............................] - ETA: 3:42 - loss: 0.0244 - dice_coefficient: 0.9806
Epoch 29: loss did not improve from 0.01091
 12/400 [..............................] - ETA: 3:42 - loss: 0.0237 - dice_coefficient: 0.9813
Epoch 29: loss did not improve from 0.01091
 13/400 [..............................] - ETA: 3:41 - loss: 0.0242 - dice_coefficient: 0.9810
Epoch 29: loss did not improve from 0.01091
 14/400 [>.............................] - ETA: 3:41 - loss: 0.0239 - dice_coefficient: 0.9813
Epoch 29: loss did not improve from 0.01091
 15/400 [>.............................] - ETA: 3:41 - loss: 0.0254 - dice_coefficient: 0.9800
Epoch 29: loss did not improve from 0.01091
 16/400 [>.............................] - ETA: 3:40 - loss: 0.0266 - dice_coefficient: 0.9790
Epoch 29: loss did not improve from 0.01091
 17/400 [>.............................] - ETA: 3:40 - loss: 0.0270 - dice_coefficient: 0.9786
Epoch 29: loss did not improve from 0.01091
 18/400 [>.............................] - ETA: 3:39 - loss: 0.0292 - dice_coefficient: 0.9768
Epoch 29: loss did not improve from 0.01091
 19/400 [>.............................] - ETA: 3:39 - loss: 0.0294 - dice_coefficient: 0.9764
Epoch 29: loss did not improve from 0.01091
 20/400 [>.............................] - ETA: 3:38 - loss: 0.0309 - dice_coefficient: 0.9748
Epoch 29: loss did not improve from 0.01091
 21/400 [>.............................] - ETA: 3:37 - loss: 0.0297 - dice_coefficient: 0.9758
Epoch 29: loss did not improve from 0.01091
 22/400 [>.............................] - ETA: 3:37 - loss: 0.0295 - dice_coefficient: 0.9763
Epoch 29: loss did not improve from 0.01091
 23/400 [>.............................] - ETA: 3:36 - loss: 0.0296 - dice_coefficient: 0.9765
Epoch 29: loss did not improve from 0.01091
 24/400 [>.............................] - ETA: 3:35 - loss: 0.0315 - dice_coefficient: 0.9747
Epoch 29: loss did not improve from 0.01091
 25/400 [>.............................] - ETA: 3:35 - loss: 0.0317 - dice_coefficient: 0.9744
Epoch 29: loss did not improve from 0.01091
 26/400 [>.............................] - ETA: 3:35 - loss: 0.0317 - dice_coefficient: 0.9747
Epoch 29: loss did not improve from 0.01091
 27/400 [=>............................] - ETA: 3:34 - loss: 0.0341 - dice_coefficient: 0.9725
Epoch 29: loss did not improve from 0.01091
 28/400 [=>............................] - ETA: 3:34 - loss: 0.0338 - dice_coefficient: 0.9729
Epoch 29: loss did not improve from 0.01091
 29/400 [=>............................] - ETA: 3:33 - loss: 0.0330 - dice_coefficient: 0.9735
Epoch 29: loss did not improve from 0.01091
 30/400 [=>............................] - ETA: 3:33 - loss: 0.0327 - dice_coefficient: 0.9737
Epoch 29: loss did not improve from 0.01091
 31/400 [=>............................] - ETA: 3:32 - loss: 0.0326 - dice_coefficient: 0.9737
Epoch 29: loss did not improve from 0.01091
 32/400 [=>............................] - ETA: 3:31 - loss: 0.0327 - dice_coefficient: 0.9737
Epoch 29: loss did not improve from 0.01091
 33/400 [=>............................] - ETA: 3:31 - loss: 0.0321 - dice_coefficient: 0.9742
Epoch 29: loss did not improve from 0.01091
 34/400 [=>............................] - ETA: 3:30 - loss: 0.0315 - dice_coefficient: 0.9747
Epoch 29: loss did not improve from 0.01091
 35/400 [=>............................] - ETA: 3:30 - loss: 0.0312 - dice_coefficient: 0.9750
Epoch 29: loss did not improve from 0.01091
 36/400 [=>............................] - ETA: 3:29 - loss: 0.0316 - dice_coefficient: 0.9745
Epoch 29: loss did not improve from 0.01091
 37/400 [=>............................] - ETA: 3:28 - loss: 0.0310 - dice_coefficient: 0.9751
Epoch 29: loss did not improve from 0.01091
 38/400 [=>............................] - ETA: 3:28 - loss: 0.0317 - dice_coefficient: 0.9743
Epoch 29: loss did not improve from 0.01091
 39/400 [=>............................] - ETA: 3:27 - loss: 0.0315 - dice_coefficient: 0.9745
Epoch 29: loss did not improve from 0.01091
 40/400 [==>...........................] - ETA: 3:26 - loss: 0.0318 - dice_coefficient: 0.9741
Epoch 29: loss did not improve from 0.01091
 41/400 [==>...........................] - ETA: 3:26 - loss: 0.0312 - dice_coefficient: 0.9746
Epoch 29: loss did not improve from 0.01091
 42/400 [==>...........................] - ETA: 3:25 - loss: 0.0306 - dice_coefficient: 0.9751
Epoch 29: loss did not improve from 0.01091
 43/400 [==>...........................] - ETA: 3:25 - loss: 0.0308 - dice_coefficient: 0.9749
Epoch 29: loss did not improve from 0.01091
 44/400 [==>...........................] - ETA: 3:24 - loss: 0.0304 - dice_coefficient: 0.9752
Epoch 29: loss did not improve from 0.01091
 45/400 [==>...........................] - ETA: 3:24 - loss: 0.0298 - dice_coefficient: 0.9757
Epoch 29: loss did not improve from 0.01091
 46/400 [==>...........................] - ETA: 3:23 - loss: 0.0296 - dice_coefficient: 0.9759
Epoch 29: loss did not improve from 0.01091
 47/400 [==>...........................] - ETA: 3:22 - loss: 0.0297 - dice_coefficient: 0.9758
Epoch 29: loss did not improve from 0.01091
 48/400 [==>...........................] - ETA: 3:22 - loss: 0.0293 - dice_coefficient: 0.9761
Epoch 29: loss did not improve from 0.01091
 49/400 [==>...........................] - ETA: 3:21 - loss: 0.0289 - dice_coefficient: 0.9765
Epoch 29: loss did not improve from 0.01091
 50/400 [==>...........................] - ETA: 3:21 - loss: 0.0289 - dice_coefficient: 0.9764
Epoch 29: loss did not improve from 0.01091
 51/400 [==>...........................] - ETA: 3:20 - loss: 0.0286 - dice_coefficient: 0.9767
Epoch 29: loss did not improve from 0.01091
 52/400 [==>...........................] - ETA: 3:19 - loss: 0.0306 - dice_coefficient: 0.9748
Epoch 29: loss did not improve from 0.01091
 53/400 [==>...........................] - ETA: 3:19 - loss: 0.0310 - dice_coefficient: 0.9746
Epoch 29: loss did not improve from 0.01091
 54/400 [===>..........................] - ETA: 3:18 - loss: 0.0309 - dice_coefficient: 0.9746
Epoch 29: loss did not improve from 0.01091
 55/400 [===>..........................] - ETA: 3:18 - loss: 0.0308 - dice_coefficient: 0.9748
Epoch 29: loss did not improve from 0.01091
 56/400 [===>..........................] - ETA: 3:17 - loss: 0.0346 - dice_coefficient: 0.9714
Epoch 29: loss did not improve from 0.01091
 57/400 [===>..........................] - ETA: 3:16 - loss: 0.0343 - dice_coefficient: 0.9718
Epoch 29: loss did not improve from 0.01091
 58/400 [===>..........................] - ETA: 3:16 - loss: 0.0404 - dice_coefficient: 0.9668
Epoch 29: loss did not improve from 0.01091
 59/400 [===>..........................] - ETA: 3:15 - loss: 0.0403 - dice_coefficient: 0.9669
Epoch 29: loss did not improve from 0.01091
 60/400 [===>..........................] - ETA: 3:15 - loss: 0.0401 - dice_coefficient: 0.9671
Epoch 29: loss did not improve from 0.01091
 61/400 [===>..........................] - ETA: 3:14 - loss: 0.0401 - dice_coefficient: 0.9673
Epoch 29: loss did not improve from 0.01091
 62/400 [===>..........................] - ETA: 3:14 - loss: 0.0398 - dice_coefficient: 0.9675
Epoch 29: loss did not improve from 0.01091
 63/400 [===>..........................] - ETA: 3:13 - loss: 0.0413 - dice_coefficient: 0.9666
Epoch 29: loss did not improve from 0.01091
 64/400 [===>..........................] - ETA: 3:13 - loss: 0.0410 - dice_coefficient: 0.9669
Epoch 29: loss did not improve from 0.01091
 65/400 [===>..........................] - ETA: 3:12 - loss: 0.0407 - dice_coefficient: 0.9672
Epoch 29: loss did not improve from 0.01091
 66/400 [===>..........................] - ETA: 3:12 - loss: 0.0404 - dice_coefficient: 0.9674
Epoch 29: loss did not improve from 0.01091
 67/400 [====>.........................] - ETA: 3:11 - loss: 0.0404 - dice_coefficient: 0.9673
Epoch 29: loss did not improve from 0.01091
 68/400 [====>.........................] - ETA: 3:10 - loss: 0.0402 - dice_coefficient: 0.9675
Epoch 29: loss did not improve from 0.01091
 69/400 [====>.........................] - ETA: 3:10 - loss: 0.0405 - dice_coefficient: 0.9673
Epoch 29: loss did not improve from 0.01091
 70/400 [====>.........................] - ETA: 3:09 - loss: 0.0403 - dice_coefficient: 0.9675
Epoch 29: loss did not improve from 0.01091
 71/400 [====>.........................] - ETA: 3:09 - loss: 0.0406 - dice_coefficient: 0.9673
Epoch 29: loss did not improve from 0.01091
 72/400 [====>.........................] - ETA: 3:08 - loss: 0.0405 - dice_coefficient: 0.9674
Epoch 29: loss did not improve from 0.01091
 73/400 [====>.........................] - ETA: 3:07 - loss: 0.0402 - dice_coefficient: 0.9676
Epoch 29: loss did not improve from 0.01091
 74/400 [====>.........................] - ETA: 3:07 - loss: 0.0400 - dice_coefficient: 0.9677
Epoch 29: loss did not improve from 0.01091
 75/400 [====>.........................] - ETA: 3:06 - loss: 0.0397 - dice_coefficient: 0.9680
Epoch 29: loss did not improve from 0.01091
 76/400 [====>.........................] - ETA: 3:06 - loss: 0.0394 - dice_coefficient: 0.9683
Epoch 29: loss did not improve from 0.01091
 77/400 [====>.........................] - ETA: 3:05 - loss: 0.0391 - dice_coefficient: 0.9685
Epoch 29: loss did not improve from 0.01091
 78/400 [====>.........................] - ETA: 3:05 - loss: 0.0408 - dice_coefficient: 0.9669
Epoch 29: loss did not improve from 0.01091
 79/400 [====>.........................] - ETA: 3:04 - loss: 0.0412 - dice_coefficient: 0.9666
Epoch 29: loss did not improve from 0.01091
 80/400 [=====>........................] - ETA: 3:03 - loss: 0.0413 - dice_coefficient: 0.9664
Epoch 29: loss did not improve from 0.01091
 81/400 [=====>........................] - ETA: 3:03 - loss: 0.0409 - dice_coefficient: 0.9668
Epoch 29: loss did not improve from 0.01091
 82/400 [=====>........................] - ETA: 3:02 - loss: 0.0407 - dice_coefficient: 0.9669
Epoch 29: loss did not improve from 0.01091
 83/400 [=====>........................] - ETA: 3:02 - loss: 0.0407 - dice_coefficient: 0.9669
Epoch 29: loss did not improve from 0.01091
 84/400 [=====>........................] - ETA: 3:01 - loss: 0.0406 - dice_coefficient: 0.9670
Epoch 29: loss did not improve from 0.01091
 85/400 [=====>........................] - ETA: 3:01 - loss: 0.0403 - dice_coefficient: 0.9673
Epoch 29: loss did not improve from 0.01091
 86/400 [=====>........................] - ETA: 3:00 - loss: 0.0400 - dice_coefficient: 0.9676
Epoch 29: loss did not improve from 0.01091
 87/400 [=====>........................] - ETA: 2:59 - loss: 0.0399 - dice_coefficient: 0.9677
Epoch 29: loss did not improve from 0.01091
 88/400 [=====>........................] - ETA: 2:59 - loss: 0.0398 - dice_coefficient: 0.9677
Epoch 29: loss did not improve from 0.01091
 89/400 [=====>........................] - ETA: 2:58 - loss: 0.0398 - dice_coefficient: 0.9677
Epoch 29: loss did not improve from 0.01091
 90/400 [=====>........................] - ETA: 2:58 - loss: 0.0403 - dice_coefficient: 0.9672
Epoch 29: loss did not improve from 0.01091
 91/400 [=====>........................] - ETA: 2:57 - loss: 0.0448 - dice_coefficient: 0.9637
Epoch 29: loss did not improve from 0.01091
 92/400 [=====>........................] - ETA: 2:56 - loss: 0.0446 - dice_coefficient: 0.9640
Epoch 29: loss did not improve from 0.01091
 93/400 [=====>........................] - ETA: 2:56 - loss: 0.0448 - dice_coefficient: 0.9637
Epoch 29: loss did not improve from 0.01091
 94/400 [======>.......................] - ETA: 2:55 - loss: 0.0455 - dice_coefficient: 0.9632
Epoch 29: loss did not improve from 0.01091
 95/400 [======>.......................] - ETA: 2:55 - loss: 0.0452 - dice_coefficient: 0.9634
Epoch 29: loss did not improve from 0.01091
 96/400 [======>.......................] - ETA: 2:54 - loss: 0.0455 - dice_coefficient: 0.9632
Epoch 29: loss did not improve from 0.01091
 97/400 [======>.......................] - ETA: 2:54 - loss: 0.0453 - dice_coefficient: 0.9634
Epoch 29: loss did not improve from 0.01091
 98/400 [======>.......................] - ETA: 2:53 - loss: 0.0456 - dice_coefficient: 0.9631
Epoch 29: loss did not improve from 0.01091
 99/400 [======>.......................] - ETA: 2:52 - loss: 0.0455 - dice_coefficient: 0.9632
Epoch 29: loss did not improve from 0.01091
100/400 [======>.......................] - ETA: 2:52 - loss: 0.0454 - dice_coefficient: 0.9634
Epoch 29: loss did not improve from 0.01091
101/400 [======>.......................] - ETA: 2:51 - loss: 0.0454 - dice_coefficient: 0.9633
Epoch 29: loss did not improve from 0.01091
102/400 [======>.......................] - ETA: 2:51 - loss: 0.0452 - dice_coefficient: 0.9635
Epoch 29: loss did not improve from 0.01091
103/400 [======>.......................] - ETA: 2:50 - loss: 0.0453 - dice_coefficient: 0.9633
Epoch 29: loss did not improve from 0.01091
104/400 [======>.......................] - ETA: 2:50 - loss: 0.0450 - dice_coefficient: 0.9636
Epoch 29: loss did not improve from 0.01091
105/400 [======>.......................] - ETA: 2:49 - loss: 0.0453 - dice_coefficient: 0.9634
Epoch 29: loss did not improve from 0.01091
106/400 [======>.......................] - ETA: 2:48 - loss: 0.0450 - dice_coefficient: 0.9636
Epoch 29: loss did not improve from 0.01091
107/400 [=======>......................] - ETA: 2:48 - loss: 0.0448 - dice_coefficient: 0.9638
Epoch 29: loss did not improve from 0.01091
108/400 [=======>......................] - ETA: 2:47 - loss: 0.0445 - dice_coefficient: 0.9640
Epoch 29: loss did not improve from 0.01091
109/400 [=======>......................] - ETA: 2:47 - loss: 0.0466 - dice_coefficient: 0.9622
Epoch 29: loss did not improve from 0.01091
110/400 [=======>......................] - ETA: 2:46 - loss: 0.0465 - dice_coefficient: 0.9623
Epoch 29: loss did not improve from 0.01091
111/400 [=======>......................] - ETA: 2:45 - loss: 0.0462 - dice_coefficient: 0.9626
Epoch 29: loss did not improve from 0.01091
112/400 [=======>......................] - ETA: 2:45 - loss: 0.0462 - dice_coefficient: 0.9625
Epoch 29: loss did not improve from 0.01091
113/400 [=======>......................] - ETA: 2:44 - loss: 0.0461 - dice_coefficient: 0.9625
Epoch 29: loss did not improve from 0.01091
114/400 [=======>......................] - ETA: 2:44 - loss: 0.0460 - dice_coefficient: 0.9627
Epoch 29: loss did not improve from 0.01091
115/400 [=======>......................] - ETA: 2:43 - loss: 0.0467 - dice_coefficient: 0.9621
Epoch 29: loss did not improve from 0.01091
116/400 [=======>......................] - ETA: 2:43 - loss: 0.0463 - dice_coefficient: 0.9623
Epoch 29: loss did not improve from 0.01091
117/400 [=======>......................] - ETA: 2:42 - loss: 0.0460 - dice_coefficient: 0.9626
Epoch 29: loss did not improve from 0.01091
118/400 [=======>......................] - ETA: 2:41 - loss: 0.0459 - dice_coefficient: 0.9627
Epoch 29: loss did not improve from 0.01091
119/400 [=======>......................] - ETA: 2:41 - loss: 0.0456 - dice_coefficient: 0.9629
Epoch 29: loss did not improve from 0.01091
120/400 [========>.....................] - ETA: 2:40 - loss: 0.0455 - dice_coefficient: 0.9630
Epoch 29: loss did not improve from 0.01091
121/400 [========>.....................] - ETA: 2:40 - loss: 0.0454 - dice_coefficient: 0.9631
Epoch 29: loss did not improve from 0.01091
122/400 [========>.....................] - ETA: 2:39 - loss: 0.0452 - dice_coefficient: 0.9633
Epoch 29: loss did not improve from 0.01091
123/400 [========>.....................] - ETA: 2:39 - loss: 0.0449 - dice_coefficient: 0.9635
Epoch 29: loss did not improve from 0.01091
124/400 [========>.....................] - ETA: 2:38 - loss: 0.0449 - dice_coefficient: 0.9635
Epoch 29: loss did not improve from 0.01091
125/400 [========>.....................] - ETA: 2:37 - loss: 0.0448 - dice_coefficient: 0.9637
Epoch 29: loss did not improve from 0.01091
126/400 [========>.....................] - ETA: 2:37 - loss: 0.0446 - dice_coefficient: 0.9638
Epoch 29: loss did not improve from 0.01091
127/400 [========>.....................] - ETA: 2:36 - loss: 0.0444 - dice_coefficient: 0.9640
Epoch 29: loss did not improve from 0.01091
128/400 [========>.....................] - ETA: 2:36 - loss: 0.0447 - dice_coefficient: 0.9639
Epoch 29: loss did not improve from 0.01091
129/400 [========>.....................] - ETA: 2:35 - loss: 0.0446 - dice_coefficient: 0.9640
Epoch 29: loss did not improve from 0.01091
130/400 [========>.....................] - ETA: 2:34 - loss: 0.0444 - dice_coefficient: 0.9642
Epoch 29: loss did not improve from 0.01091
131/400 [========>.....................] - ETA: 2:34 - loss: 0.0442 - dice_coefficient: 0.9644
Epoch 29: loss did not improve from 0.01091
132/400 [========>.....................] - ETA: 2:33 - loss: 0.0445 - dice_coefficient: 0.9643
Epoch 29: loss did not improve from 0.01091
133/400 [========>.....................] - ETA: 2:33 - loss: 0.0443 - dice_coefficient: 0.9645
Epoch 29: loss did not improve from 0.01091
134/400 [=========>....................] - ETA: 2:32 - loss: 0.0442 - dice_coefficient: 0.9645
Epoch 29: loss did not improve from 0.01091
135/400 [=========>....................] - ETA: 2:32 - loss: 0.0440 - dice_coefficient: 0.9647
Epoch 29: loss did not improve from 0.01091
136/400 [=========>....................] - ETA: 2:31 - loss: 0.0439 - dice_coefficient: 0.9649
Epoch 29: loss did not improve from 0.01091
137/400 [=========>....................] - ETA: 2:30 - loss: 0.0437 - dice_coefficient: 0.9651
Epoch 29: loss did not improve from 0.01091
138/400 [=========>....................] - ETA: 2:30 - loss: 0.0436 - dice_coefficient: 0.9651
Epoch 29: loss did not improve from 0.01091
139/400 [=========>....................] - ETA: 2:29 - loss: 0.0443 - dice_coefficient: 0.9645
Epoch 29: loss did not improve from 0.01091
140/400 [=========>....................] - ETA: 2:29 - loss: 0.0446 - dice_coefficient: 0.9642
Epoch 29: loss did not improve from 0.01091
141/400 [=========>....................] - ETA: 2:28 - loss: 0.0443 - dice_coefficient: 0.9644
Epoch 29: loss did not improve from 0.01091
142/400 [=========>....................] - ETA: 2:28 - loss: 0.0441 - dice_coefficient: 0.9646
Epoch 29: loss did not improve from 0.01091
143/400 [=========>....................] - ETA: 2:27 - loss: 0.0440 - dice_coefficient: 0.9647
Epoch 29: loss did not improve from 0.01091
144/400 [=========>....................] - ETA: 2:26 - loss: 0.0438 - dice_coefficient: 0.9649
Epoch 29: loss did not improve from 0.01091
145/400 [=========>....................] - ETA: 2:26 - loss: 0.0436 - dice_coefficient: 0.9650
Epoch 29: loss did not improve from 0.01091
146/400 [=========>....................] - ETA: 2:25 - loss: 0.0459 - dice_coefficient: 0.9633
Epoch 29: loss did not improve from 0.01091
147/400 [==========>...................] - ETA: 2:25 - loss: 0.0459 - dice_coefficient: 0.9633
Epoch 29: loss did not improve from 0.01091
148/400 [==========>...................] - ETA: 2:24 - loss: 0.0458 - dice_coefficient: 0.9634
Epoch 29: loss did not improve from 0.01091
149/400 [==========>...................] - ETA: 2:24 - loss: 0.0456 - dice_coefficient: 0.9636
Epoch 29: loss did not improve from 0.01091
150/400 [==========>...................] - ETA: 2:23 - loss: 0.0455 - dice_coefficient: 0.9637
Epoch 29: loss did not improve from 0.01091
151/400 [==========>...................] - ETA: 2:22 - loss: 0.0457 - dice_coefficient: 0.9634
Epoch 29: loss did not improve from 0.01091
152/400 [==========>...................] - ETA: 2:22 - loss: 0.0455 - dice_coefficient: 0.9636
Epoch 29: loss did not improve from 0.01091
153/400 [==========>...................] - ETA: 2:21 - loss: 0.0453 - dice_coefficient: 0.9637
Epoch 29: loss did not improve from 0.01091
154/400 [==========>...................] - ETA: 2:21 - loss: 0.0451 - dice_coefficient: 0.9639
Epoch 29: loss did not improve from 0.01091
155/400 [==========>...................] - ETA: 2:20 - loss: 0.0450 - dice_coefficient: 0.9640
Epoch 29: loss did not improve from 0.01091
156/400 [==========>...................] - ETA: 2:20 - loss: 0.0451 - dice_coefficient: 0.9638
Epoch 29: loss did not improve from 0.01091
157/400 [==========>...................] - ETA: 2:19 - loss: 0.0450 - dice_coefficient: 0.9639
Epoch 29: loss did not improve from 0.01091
158/400 [==========>...................] - ETA: 2:18 - loss: 0.0451 - dice_coefficient: 0.9639
Epoch 29: loss did not improve from 0.01091
159/400 [==========>...................] - ETA: 2:18 - loss: 0.0449 - dice_coefficient: 0.9639
Epoch 29: loss did not improve from 0.01091
160/400 [===========>..................] - ETA: 2:17 - loss: 0.0447 - dice_coefficient: 0.9641
Epoch 29: loss did not improve from 0.01091
161/400 [===========>..................] - ETA: 2:17 - loss: 0.0450 - dice_coefficient: 0.9639
Epoch 29: loss did not improve from 0.01091
162/400 [===========>..................] - ETA: 2:16 - loss: 0.0459 - dice_coefficient: 0.9630
Epoch 29: loss did not improve from 0.01091
163/400 [===========>..................] - ETA: 2:15 - loss: 0.0458 - dice_coefficient: 0.9631
Epoch 29: loss did not improve from 0.01091
164/400 [===========>..................] - ETA: 2:15 - loss: 0.0457 - dice_coefficient: 0.9632
Epoch 29: loss did not improve from 0.01091
165/400 [===========>..................] - ETA: 2:14 - loss: 0.0457 - dice_coefficient: 0.9633
Epoch 29: loss did not improve from 0.01091
166/400 [===========>..................] - ETA: 2:14 - loss: 0.0455 - dice_coefficient: 0.9635
Epoch 29: loss did not improve from 0.01091
167/400 [===========>..................] - ETA: 2:13 - loss: 0.0453 - dice_coefficient: 0.9637
Epoch 29: loss did not improve from 0.01091
168/400 [===========>..................] - ETA: 2:13 - loss: 0.0451 - dice_coefficient: 0.9638
Epoch 29: loss did not improve from 0.01091
169/400 [===========>..................] - ETA: 2:12 - loss: 0.0450 - dice_coefficient: 0.9639
Epoch 29: loss did not improve from 0.01091
170/400 [===========>..................] - ETA: 2:11 - loss: 0.0451 - dice_coefficient: 0.9637
Epoch 29: loss did not improve from 0.01091
171/400 [===========>..................] - ETA: 2:11 - loss: 0.0450 - dice_coefficient: 0.9639
Epoch 29: loss did not improve from 0.01091
172/400 [===========>..................] - ETA: 2:10 - loss: 0.0448 - dice_coefficient: 0.9640
Epoch 29: loss did not improve from 0.01091
173/400 [===========>..................] - ETA: 2:10 - loss: 0.0450 - dice_coefficient: 0.9638
Epoch 29: loss did not improve from 0.01091
174/400 [============>.................] - ETA: 2:09 - loss: 0.0455 - dice_coefficient: 0.9634
Epoch 29: loss did not improve from 0.01091
175/400 [============>.................] - ETA: 2:09 - loss: 0.0453 - dice_coefficient: 0.9635
Epoch 29: loss did not improve from 0.01091
176/400 [============>.................] - ETA: 2:08 - loss: 0.0455 - dice_coefficient: 0.9634
Epoch 29: loss did not improve from 0.01091
177/400 [============>.................] - ETA: 2:07 - loss: 0.0454 - dice_coefficient: 0.9635
Epoch 29: loss did not improve from 0.01091
178/400 [============>.................] - ETA: 2:07 - loss: 0.0454 - dice_coefficient: 0.9636
Epoch 29: loss did not improve from 0.01091
179/400 [============>.................] - ETA: 2:06 - loss: 0.0453 - dice_coefficient: 0.9637
Epoch 29: loss did not improve from 0.01091
180/400 [============>.................] - ETA: 2:06 - loss: 0.0452 - dice_coefficient: 0.9638
Epoch 29: loss did not improve from 0.01091
181/400 [============>.................] - ETA: 2:05 - loss: 0.0452 - dice_coefficient: 0.9638
Epoch 29: loss did not improve from 0.01091
182/400 [============>.................] - ETA: 2:04 - loss: 0.0473 - dice_coefficient: 0.9622
Epoch 29: loss did not improve from 0.01091
183/400 [============>.................] - ETA: 2:04 - loss: 0.0473 - dice_coefficient: 0.9622
Epoch 29: loss did not improve from 0.01091
184/400 [============>.................] - ETA: 2:03 - loss: 0.0472 - dice_coefficient: 0.9623
Epoch 29: loss did not improve from 0.01091
185/400 [============>.................] - ETA: 2:03 - loss: 0.0471 - dice_coefficient: 0.9624
Epoch 29: loss did not improve from 0.01091
186/400 [============>.................] - ETA: 2:02 - loss: 0.0471 - dice_coefficient: 0.9624
Epoch 29: loss did not improve from 0.01091
187/400 [=============>................] - ETA: 2:02 - loss: 0.0469 - dice_coefficient: 0.9625
Epoch 29: loss did not improve from 0.01091
188/400 [=============>................] - ETA: 2:01 - loss: 0.0511 - dice_coefficient: 0.9598
Epoch 29: loss did not improve from 0.01091
189/400 [=============>................] - ETA: 2:00 - loss: 0.0510 - dice_coefficient: 0.9599
Epoch 29: loss did not improve from 0.01091
190/400 [=============>................] - ETA: 2:00 - loss: 0.0508 - dice_coefficient: 0.9601
Epoch 29: loss did not improve from 0.01091
191/400 [=============>................] - ETA: 1:59 - loss: 0.0506 - dice_coefficient: 0.9603
Epoch 29: loss did not improve from 0.01091
192/400 [=============>................] - ETA: 1:59 - loss: 0.0507 - dice_coefficient: 0.9601
Epoch 29: loss did not improve from 0.01091
193/400 [=============>................] - ETA: 1:58 - loss: 0.0508 - dice_coefficient: 0.9600
Epoch 29: loss did not improve from 0.01091
194/400 [=============>................] - ETA: 1:58 - loss: 0.0506 - dice_coefficient: 0.9602
Epoch 29: loss did not improve from 0.01091
195/400 [=============>................] - ETA: 1:57 - loss: 0.0504 - dice_coefficient: 0.9603
Epoch 29: loss did not improve from 0.01091
196/400 [=============>................] - ETA: 1:56 - loss: 0.0504 - dice_coefficient: 0.9603
Epoch 29: loss did not improve from 0.01091
197/400 [=============>................] - ETA: 1:56 - loss: 0.0502 - dice_coefficient: 0.9605
Epoch 29: loss did not improve from 0.01091
198/400 [=============>................] - ETA: 1:55 - loss: 0.0502 - dice_coefficient: 0.9606
Epoch 29: loss did not improve from 0.01091
199/400 [=============>................] - ETA: 1:55 - loss: 0.0504 - dice_coefficient: 0.9605
Epoch 29: loss did not improve from 0.01091
200/400 [==============>...............] - ETA: 1:54 - loss: 0.0502 - dice_coefficient: 0.9606
Epoch 29: loss did not improve from 0.01091
201/400 [==============>...............] - ETA: 1:54 - loss: 0.0500 - dice_coefficient: 0.9608
Epoch 29: loss did not improve from 0.01091
202/400 [==============>...............] - ETA: 1:53 - loss: 0.0504 - dice_coefficient: 0.9604
Epoch 29: loss did not improve from 0.01091
203/400 [==============>...............] - ETA: 1:52 - loss: 0.0507 - dice_coefficient: 0.9601
Epoch 29: loss did not improve from 0.01091
204/400 [==============>...............] - ETA: 1:52 - loss: 0.0508 - dice_coefficient: 0.9602
Epoch 29: loss did not improve from 0.01091
205/400 [==============>...............] - ETA: 1:51 - loss: 0.0511 - dice_coefficient: 0.9598
Epoch 29: loss did not improve from 0.01091
206/400 [==============>...............] - ETA: 1:51 - loss: 0.0510 - dice_coefficient: 0.9599
Epoch 29: loss did not improve from 0.01091
207/400 [==============>...............] - ETA: 1:50 - loss: 0.0509 - dice_coefficient: 0.9600
Epoch 29: loss did not improve from 0.01091
208/400 [==============>...............] - ETA: 1:50 - loss: 0.0508 - dice_coefficient: 0.9601
Epoch 29: loss did not improve from 0.01091
209/400 [==============>...............] - ETA: 1:49 - loss: 0.0508 - dice_coefficient: 0.9601
Epoch 29: loss did not improve from 0.01091
210/400 [==============>...............] - ETA: 1:48 - loss: 0.0507 - dice_coefficient: 0.9601
Epoch 29: loss did not improve from 0.01091
211/400 [==============>...............] - ETA: 1:48 - loss: 0.0506 - dice_coefficient: 0.9602
Epoch 29: loss did not improve from 0.01091
212/400 [==============>...............] - ETA: 1:47 - loss: 0.0505 - dice_coefficient: 0.9603
Epoch 29: loss did not improve from 0.01091
213/400 [==============>...............] - ETA: 1:47 - loss: 0.0503 - dice_coefficient: 0.9604
Epoch 29: loss did not improve from 0.01091
214/400 [===============>..............] - ETA: 1:46 - loss: 0.0502 - dice_coefficient: 0.9605
Epoch 29: loss did not improve from 0.01091
215/400 [===============>..............] - ETA: 1:46 - loss: 0.0503 - dice_coefficient: 0.9605
Epoch 29: loss did not improve from 0.01091
216/400 [===============>..............] - ETA: 1:45 - loss: 0.0502 - dice_coefficient: 0.9606
Epoch 29: loss did not improve from 0.01091
217/400 [===============>..............] - ETA: 1:44 - loss: 0.0500 - dice_coefficient: 0.9607
Epoch 29: loss did not improve from 0.01091
218/400 [===============>..............] - ETA: 1:44 - loss: 0.0499 - dice_coefficient: 0.9608
Epoch 29: loss did not improve from 0.01091
219/400 [===============>..............] - ETA: 1:43 - loss: 0.0498 - dice_coefficient: 0.9609
Epoch 29: loss did not improve from 0.01091
220/400 [===============>..............] - ETA: 1:43 - loss: 0.0497 - dice_coefficient: 0.9610
Epoch 29: loss did not improve from 0.01091
221/400 [===============>..............] - ETA: 1:42 - loss: 0.0497 - dice_coefficient: 0.9610
Epoch 29: loss did not improve from 0.01091
222/400 [===============>..............] - ETA: 1:42 - loss: 0.0495 - dice_coefficient: 0.9612
Epoch 29: loss did not improve from 0.01091
223/400 [===============>..............] - ETA: 1:41 - loss: 0.0498 - dice_coefficient: 0.9608
Epoch 29: loss did not improve from 0.01091
224/400 [===============>..............] - ETA: 1:40 - loss: 0.0496 - dice_coefficient: 0.9610
Epoch 29: loss did not improve from 0.01091
225/400 [===============>..............] - ETA: 1:40 - loss: 0.0497 - dice_coefficient: 0.9609
Epoch 29: loss did not improve from 0.01091
226/400 [===============>..............] - ETA: 1:39 - loss: 0.0511 - dice_coefficient: 0.9597
Epoch 29: loss did not improve from 0.01091
227/400 [================>.............] - ETA: 1:39 - loss: 0.0513 - dice_coefficient: 0.9595
Epoch 29: loss did not improve from 0.01091
228/400 [================>.............] - ETA: 1:38 - loss: 0.0511 - dice_coefficient: 0.9597
Epoch 29: loss did not improve from 0.01091
229/400 [================>.............] - ETA: 1:37 - loss: 0.0510 - dice_coefficient: 0.9598
Epoch 29: loss did not improve from 0.01091
230/400 [================>.............] - ETA: 1:37 - loss: 0.0509 - dice_coefficient: 0.9599
Epoch 29: loss did not improve from 0.01091
231/400 [================>.............] - ETA: 1:36 - loss: 0.0507 - dice_coefficient: 0.9600
Epoch 29: loss did not improve from 0.01091
232/400 [================>.............] - ETA: 1:36 - loss: 0.0506 - dice_coefficient: 0.9601
Epoch 29: loss did not improve from 0.01091
233/400 [================>.............] - ETA: 1:35 - loss: 0.0508 - dice_coefficient: 0.9599
Epoch 29: loss did not improve from 0.01091
234/400 [================>.............] - ETA: 1:35 - loss: 0.0506 - dice_coefficient: 0.9601
Epoch 29: loss did not improve from 0.01091
235/400 [================>.............] - ETA: 1:34 - loss: 0.0505 - dice_coefficient: 0.9602
Epoch 29: loss did not improve from 0.01091
236/400 [================>.............] - ETA: 1:33 - loss: 0.0505 - dice_coefficient: 0.9602
Epoch 29: loss did not improve from 0.01091
237/400 [================>.............] - ETA: 1:33 - loss: 0.0504 - dice_coefficient: 0.9603
Epoch 29: loss did not improve from 0.01091
238/400 [================>.............] - ETA: 1:32 - loss: 0.0504 - dice_coefficient: 0.9603
Epoch 29: loss did not improve from 0.01091
239/400 [================>.............] - ETA: 1:32 - loss: 0.0503 - dice_coefficient: 0.9604
Epoch 29: loss did not improve from 0.01091
240/400 [=================>............] - ETA: 1:31 - loss: 0.0504 - dice_coefficient: 0.9605
Epoch 29: loss did not improve from 0.01091
241/400 [=================>............] - ETA: 1:31 - loss: 0.0503 - dice_coefficient: 0.9606
Epoch 29: loss did not improve from 0.01091
242/400 [=================>............] - ETA: 1:30 - loss: 0.0503 - dice_coefficient: 0.9605
Epoch 29: loss did not improve from 0.01091
243/400 [=================>............] - ETA: 1:29 - loss: 0.0501 - dice_coefficient: 0.9607
Epoch 29: loss did not improve from 0.01091
244/400 [=================>............] - ETA: 1:29 - loss: 0.0502 - dice_coefficient: 0.9606
Epoch 29: loss did not improve from 0.01091
245/400 [=================>............] - ETA: 1:28 - loss: 0.0500 - dice_coefficient: 0.9608
Epoch 29: loss did not improve from 0.01091
246/400 [=================>............] - ETA: 1:28 - loss: 0.0499 - dice_coefficient: 0.9609
Epoch 29: loss did not improve from 0.01091
247/400 [=================>............] - ETA: 1:27 - loss: 0.0499 - dice_coefficient: 0.9609
Epoch 29: loss did not improve from 0.01091
248/400 [=================>............] - ETA: 1:27 - loss: 0.0497 - dice_coefficient: 0.9610
Epoch 29: loss did not improve from 0.01091
249/400 [=================>............] - ETA: 1:26 - loss: 0.0497 - dice_coefficient: 0.9610
Epoch 29: loss did not improve from 0.01091
250/400 [=================>............] - ETA: 1:25 - loss: 0.0496 - dice_coefficient: 0.9611
Epoch 29: loss did not improve from 0.01091
251/400 [=================>............] - ETA: 1:25 - loss: 0.0506 - dice_coefficient: 0.9603
Epoch 29: loss did not improve from 0.01091
252/400 [=================>............] - ETA: 1:24 - loss: 0.0505 - dice_coefficient: 0.9604
Epoch 29: loss did not improve from 0.01091
253/400 [=================>............] - ETA: 1:24 - loss: 0.0505 - dice_coefficient: 0.9605
Epoch 29: loss did not improve from 0.01091
254/400 [==================>...........] - ETA: 1:23 - loss: 0.0504 - dice_coefficient: 0.9606
Epoch 29: loss did not improve from 0.01091
255/400 [==================>...........] - ETA: 1:23 - loss: 0.0503 - dice_coefficient: 0.9607
Epoch 29: loss did not improve from 0.01091
256/400 [==================>...........] - ETA: 1:22 - loss: 0.0502 - dice_coefficient: 0.9608
Epoch 29: loss did not improve from 0.01091
257/400 [==================>...........] - ETA: 1:21 - loss: 0.0501 - dice_coefficient: 0.9608
Epoch 29: loss did not improve from 0.01091
258/400 [==================>...........] - ETA: 1:21 - loss: 0.0501 - dice_coefficient: 0.9609
Epoch 29: loss did not improve from 0.01091
259/400 [==================>...........] - ETA: 1:20 - loss: 0.0499 - dice_coefficient: 0.9610
Epoch 29: loss did not improve from 0.01091
260/400 [==================>...........] - ETA: 1:20 - loss: 0.0498 - dice_coefficient: 0.9611
Epoch 29: loss did not improve from 0.01091
261/400 [==================>...........] - ETA: 1:19 - loss: 0.0498 - dice_coefficient: 0.9611
Epoch 29: loss did not improve from 0.01091
262/400 [==================>...........] - ETA: 1:19 - loss: 0.0498 - dice_coefficient: 0.9611
Epoch 29: loss did not improve from 0.01091
263/400 [==================>...........] - ETA: 1:18 - loss: 0.0497 - dice_coefficient: 0.9612
Epoch 29: loss did not improve from 0.01091
264/400 [==================>...........] - ETA: 1:17 - loss: 0.0503 - dice_coefficient: 0.9606
Epoch 29: loss did not improve from 0.01091
265/400 [==================>...........] - ETA: 1:17 - loss: 0.0502 - dice_coefficient: 0.9608
Epoch 29: loss did not improve from 0.01091
266/400 [==================>...........] - ETA: 1:16 - loss: 0.0501 - dice_coefficient: 0.9608
Epoch 29: loss did not improve from 0.01091
267/400 [===================>..........] - ETA: 1:16 - loss: 0.0502 - dice_coefficient: 0.9606
Epoch 29: loss did not improve from 0.01091
268/400 [===================>..........] - ETA: 1:15 - loss: 0.0501 - dice_coefficient: 0.9607
Epoch 29: loss did not improve from 0.01091
269/400 [===================>..........] - ETA: 1:15 - loss: 0.0503 - dice_coefficient: 0.9606
Epoch 29: loss did not improve from 0.01091
270/400 [===================>..........] - ETA: 1:14 - loss: 0.0503 - dice_coefficient: 0.9606
Epoch 29: loss did not improve from 0.01091
271/400 [===================>..........] - ETA: 1:13 - loss: 0.0502 - dice_coefficient: 0.9606
Epoch 29: loss did not improve from 0.01091
272/400 [===================>..........] - ETA: 1:13 - loss: 0.0501 - dice_coefficient: 0.9607
Epoch 29: loss did not improve from 0.01091
273/400 [===================>..........] - ETA: 1:12 - loss: 0.0500 - dice_coefficient: 0.9608
Epoch 29: loss did not improve from 0.01091
274/400 [===================>..........] - ETA: 1:12 - loss: 0.0499 - dice_coefficient: 0.9609
Epoch 29: loss did not improve from 0.01091
275/400 [===================>..........] - ETA: 1:11 - loss: 0.0498 - dice_coefficient: 0.9609
Epoch 29: loss did not improve from 0.01091
276/400 [===================>..........] - ETA: 1:11 - loss: 0.0497 - dice_coefficient: 0.9610
Epoch 29: loss did not improve from 0.01091
277/400 [===================>..........] - ETA: 1:10 - loss: 0.0497 - dice_coefficient: 0.9611
Epoch 29: loss did not improve from 0.01091
278/400 [===================>..........] - ETA: 1:09 - loss: 0.0496 - dice_coefficient: 0.9611
Epoch 29: loss did not improve from 0.01091
279/400 [===================>..........] - ETA: 1:09 - loss: 0.0497 - dice_coefficient: 0.9611
Epoch 29: loss did not improve from 0.01091
280/400 [====================>.........] - ETA: 1:08 - loss: 0.0496 - dice_coefficient: 0.9611
Epoch 29: loss did not improve from 0.01091
281/400 [====================>.........] - ETA: 1:08 - loss: 0.0508 - dice_coefficient: 0.9602
Epoch 29: loss did not improve from 0.01091
282/400 [====================>.........] - ETA: 1:07 - loss: 0.0510 - dice_coefficient: 0.9600
Epoch 29: loss did not improve from 0.01091
283/400 [====================>.........] - ETA: 1:07 - loss: 0.0533 - dice_coefficient: 0.9584
Epoch 29: loss did not improve from 0.01091
284/400 [====================>.........] - ETA: 1:06 - loss: 0.0532 - dice_coefficient: 0.9585
Epoch 29: loss did not improve from 0.01091
285/400 [====================>.........] - ETA: 1:05 - loss: 0.0531 - dice_coefficient: 0.9586
Epoch 29: loss did not improve from 0.01091
286/400 [====================>.........] - ETA: 1:05 - loss: 0.0530 - dice_coefficient: 0.9586
Epoch 29: loss did not improve from 0.01091
287/400 [====================>.........] - ETA: 1:04 - loss: 0.0529 - dice_coefficient: 0.9587
Epoch 29: loss did not improve from 0.01091
288/400 [====================>.........] - ETA: 1:04 - loss: 0.0528 - dice_coefficient: 0.9588
Epoch 29: loss did not improve from 0.01091
289/400 [====================>.........] - ETA: 1:03 - loss: 0.0526 - dice_coefficient: 0.9589
Epoch 29: loss did not improve from 0.01091
290/400 [====================>.........] - ETA: 1:03 - loss: 0.0525 - dice_coefficient: 0.9590
Epoch 29: loss did not improve from 0.01091
291/400 [====================>.........] - ETA: 1:02 - loss: 0.0524 - dice_coefficient: 0.9591
Epoch 29: loss did not improve from 0.01091
292/400 [====================>.........] - ETA: 1:01 - loss: 0.0523 - dice_coefficient: 0.9592
Epoch 29: loss did not improve from 0.01091
293/400 [====================>.........] - ETA: 1:01 - loss: 0.0522 - dice_coefficient: 0.9593
Epoch 29: loss did not improve from 0.01091
294/400 [=====================>........] - ETA: 1:00 - loss: 0.0522 - dice_coefficient: 0.9593
Epoch 29: loss did not improve from 0.01091
295/400 [=====================>........] - ETA: 1:00 - loss: 0.0527 - dice_coefficient: 0.9588
Epoch 29: loss did not improve from 0.01091
296/400 [=====================>........] - ETA: 59s - loss: 0.0526 - dice_coefficient: 0.9589 
Epoch 29: loss did not improve from 0.01091
297/400 [=====================>........] - ETA: 59s - loss: 0.0525 - dice_coefficient: 0.9590
Epoch 29: loss did not improve from 0.01091
298/400 [=====================>........] - ETA: 58s - loss: 0.0526 - dice_coefficient: 0.9590
Epoch 29: loss did not improve from 0.01091
299/400 [=====================>........] - ETA: 57s - loss: 0.0524 - dice_coefficient: 0.9591
Epoch 29: loss did not improve from 0.01091
300/400 [=====================>........] - ETA: 57s - loss: 0.0525 - dice_coefficient: 0.9591
Epoch 29: loss did not improve from 0.01091
301/400 [=====================>........] - ETA: 56s - loss: 0.0523 - dice_coefficient: 0.9592
Epoch 29: loss did not improve from 0.01091
302/400 [=====================>........] - ETA: 56s - loss: 0.0523 - dice_coefficient: 0.9592
Epoch 29: loss did not improve from 0.01091
303/400 [=====================>........] - ETA: 55s - loss: 0.0522 - dice_coefficient: 0.9593
Epoch 29: loss did not improve from 0.01091
304/400 [=====================>........] - ETA: 55s - loss: 0.0523 - dice_coefficient: 0.9592
Epoch 29: loss did not improve from 0.01091
305/400 [=====================>........] - ETA: 54s - loss: 0.0522 - dice_coefficient: 0.9593
Epoch 29: loss did not improve from 0.01091
306/400 [=====================>........] - ETA: 53s - loss: 0.0521 - dice_coefficient: 0.9594
Epoch 29: loss did not improve from 0.01091
307/400 [======================>.......] - ETA: 53s - loss: 0.0520 - dice_coefficient: 0.9594
Epoch 29: loss did not improve from 0.01091
308/400 [======================>.......] - ETA: 52s - loss: 0.0519 - dice_coefficient: 0.9595
Epoch 29: loss did not improve from 0.01091
309/400 [======================>.......] - ETA: 52s - loss: 0.0518 - dice_coefficient: 0.9596
Epoch 29: loss did not improve from 0.01091
310/400 [======================>.......] - ETA: 51s - loss: 0.0517 - dice_coefficient: 0.9596
Epoch 29: loss did not improve from 0.01091
311/400 [======================>.......] - ETA: 51s - loss: 0.0516 - dice_coefficient: 0.9597
Epoch 29: loss did not improve from 0.01091
312/400 [======================>.......] - ETA: 50s - loss: 0.0515 - dice_coefficient: 0.9598
Epoch 29: loss did not improve from 0.01091
313/400 [======================>.......] - ETA: 49s - loss: 0.0514 - dice_coefficient: 0.9599
Epoch 29: loss did not improve from 0.01091
314/400 [======================>.......] - ETA: 49s - loss: 0.0518 - dice_coefficient: 0.9595
Epoch 29: loss did not improve from 0.01091
315/400 [======================>.......] - ETA: 48s - loss: 0.0517 - dice_coefficient: 0.9596
Epoch 29: loss did not improve from 0.01091
316/400 [======================>.......] - ETA: 48s - loss: 0.0515 - dice_coefficient: 0.9597
Epoch 29: loss did not improve from 0.01091
317/400 [======================>.......] - ETA: 47s - loss: 0.0515 - dice_coefficient: 0.9598
Epoch 29: loss did not improve from 0.01091
318/400 [======================>.......] - ETA: 46s - loss: 0.0514 - dice_coefficient: 0.9598
Epoch 29: loss did not improve from 0.01091
319/400 [======================>.......] - ETA: 46s - loss: 0.0514 - dice_coefficient: 0.9598
Epoch 29: loss did not improve from 0.01091
320/400 [=======================>......] - ETA: 45s - loss: 0.0514 - dice_coefficient: 0.9598
Epoch 29: loss did not improve from 0.01091
321/400 [=======================>......] - ETA: 45s - loss: 0.0513 - dice_coefficient: 0.9599
Epoch 29: loss did not improve from 0.01091
322/400 [=======================>......] - ETA: 44s - loss: 0.0518 - dice_coefficient: 0.9594
Epoch 29: loss did not improve from 0.01091
323/400 [=======================>......] - ETA: 44s - loss: 0.0518 - dice_coefficient: 0.9595
Epoch 29: loss did not improve from 0.01091
324/400 [=======================>......] - ETA: 43s - loss: 0.0516 - dice_coefficient: 0.9596
Epoch 29: loss did not improve from 0.01091
325/400 [=======================>......] - ETA: 42s - loss: 0.0515 - dice_coefficient: 0.9597
Epoch 29: loss did not improve from 0.01091
326/400 [=======================>......] - ETA: 42s - loss: 0.0514 - dice_coefficient: 0.9598
Epoch 29: loss did not improve from 0.01091
327/400 [=======================>......] - ETA: 41s - loss: 0.0513 - dice_coefficient: 0.9599
Epoch 29: loss did not improve from 0.01091
328/400 [=======================>......] - ETA: 41s - loss: 0.0511 - dice_coefficient: 0.9600
Epoch 29: loss did not improve from 0.01091
329/400 [=======================>......] - ETA: 40s - loss: 0.0511 - dice_coefficient: 0.9600
Epoch 29: loss did not improve from 0.01091
330/400 [=======================>......] - ETA: 40s - loss: 0.0510 - dice_coefficient: 0.9601
Epoch 29: loss did not improve from 0.01091
331/400 [=======================>......] - ETA: 39s - loss: 0.0511 - dice_coefficient: 0.9600
Epoch 29: loss did not improve from 0.01091
332/400 [=======================>......] - ETA: 38s - loss: 0.0510 - dice_coefficient: 0.9601
Epoch 29: loss did not improve from 0.01091
333/400 [=======================>......] - ETA: 38s - loss: 0.0509 - dice_coefficient: 0.9602
Epoch 29: loss did not improve from 0.01091
334/400 [========================>.....] - ETA: 37s - loss: 0.0508 - dice_coefficient: 0.9602
Epoch 29: loss did not improve from 0.01091
335/400 [========================>.....] - ETA: 37s - loss: 0.0517 - dice_coefficient: 0.9595
Epoch 29: loss did not improve from 0.01091
336/400 [========================>.....] - ETA: 36s - loss: 0.0516 - dice_coefficient: 0.9596
Epoch 29: loss did not improve from 0.01091
337/400 [========================>.....] - ETA: 36s - loss: 0.0516 - dice_coefficient: 0.9596
Epoch 29: loss did not improve from 0.01091
338/400 [========================>.....] - ETA: 35s - loss: 0.0515 - dice_coefficient: 0.9597
Epoch 29: loss did not improve from 0.01091
339/400 [========================>.....] - ETA: 34s - loss: 0.0514 - dice_coefficient: 0.9597
Epoch 29: loss did not improve from 0.01091
340/400 [========================>.....] - ETA: 34s - loss: 0.0514 - dice_coefficient: 0.9598
Epoch 29: loss did not improve from 0.01091
341/400 [========================>.....] - ETA: 33s - loss: 0.0513 - dice_coefficient: 0.9599
Epoch 29: loss did not improve from 0.01091
342/400 [========================>.....] - ETA: 33s - loss: 0.0514 - dice_coefficient: 0.9598
Epoch 29: loss did not improve from 0.01091
343/400 [========================>.....] - ETA: 32s - loss: 0.0513 - dice_coefficient: 0.9599
Epoch 29: loss did not improve from 0.01091
344/400 [========================>.....] - ETA: 32s - loss: 0.0513 - dice_coefficient: 0.9599
Epoch 29: loss did not improve from 0.01091
345/400 [========================>.....] - ETA: 31s - loss: 0.0511 - dice_coefficient: 0.9600
Epoch 29: loss did not improve from 0.01091
346/400 [========================>.....] - ETA: 30s - loss: 0.0511 - dice_coefficient: 0.9601
Epoch 29: loss did not improve from 0.01091
347/400 [=========================>....] - ETA: 30s - loss: 0.0510 - dice_coefficient: 0.9602
Epoch 29: loss did not improve from 0.01091
348/400 [=========================>....] - ETA: 29s - loss: 0.0518 - dice_coefficient: 0.9595
Epoch 29: loss did not improve from 0.01091
349/400 [=========================>....] - ETA: 29s - loss: 0.0518 - dice_coefficient: 0.9594
Epoch 29: loss did not improve from 0.01091
350/400 [=========================>....] - ETA: 28s - loss: 0.0518 - dice_coefficient: 0.9594
Epoch 29: loss did not improve from 0.01091
351/400 [=========================>....] - ETA: 28s - loss: 0.0517 - dice_coefficient: 0.9595
Epoch 29: loss did not improve from 0.01091
352/400 [=========================>....] - ETA: 27s - loss: 0.0519 - dice_coefficient: 0.9594
Epoch 29: loss did not improve from 0.01091
353/400 [=========================>....] - ETA: 26s - loss: 0.0517 - dice_coefficient: 0.9594
Epoch 29: loss did not improve from 0.01091
354/400 [=========================>....] - ETA: 26s - loss: 0.0517 - dice_coefficient: 0.9595
Epoch 29: loss did not improve from 0.01091
355/400 [=========================>....] - ETA: 25s - loss: 0.0516 - dice_coefficient: 0.9596
Epoch 29: loss did not improve from 0.01091
356/400 [=========================>....] - ETA: 25s - loss: 0.0515 - dice_coefficient: 0.9596
Epoch 29: loss did not improve from 0.01091
357/400 [=========================>....] - ETA: 24s - loss: 0.0518 - dice_coefficient: 0.9594
Epoch 29: loss did not improve from 0.01091
358/400 [=========================>....] - ETA: 24s - loss: 0.0521 - dice_coefficient: 0.9592
Epoch 29: loss did not improve from 0.01091
359/400 [=========================>....] - ETA: 23s - loss: 0.0523 - dice_coefficient: 0.9590
Epoch 29: loss did not improve from 0.01091
360/400 [==========================>...] - ETA: 22s - loss: 0.0522 - dice_coefficient: 0.9591
Epoch 29: loss did not improve from 0.01091
361/400 [==========================>...] - ETA: 22s - loss: 0.0521 - dice_coefficient: 0.9591
Epoch 29: loss did not improve from 0.01091
362/400 [==========================>...] - ETA: 21s - loss: 0.0521 - dice_coefficient: 0.9592
Epoch 29: loss did not improve from 0.01091
363/400 [==========================>...] - ETA: 21s - loss: 0.0521 - dice_coefficient: 0.9592
Epoch 29: loss did not improve from 0.01091
364/400 [==========================>...] - ETA: 20s - loss: 0.0520 - dice_coefficient: 0.9593
Epoch 29: loss did not improve from 0.01091
365/400 [==========================>...] - ETA: 20s - loss: 0.0518 - dice_coefficient: 0.9594
Epoch 29: loss did not improve from 0.01091
366/400 [==========================>...] - ETA: 19s - loss: 0.0518 - dice_coefficient: 0.9594
Epoch 29: loss did not improve from 0.01091
367/400 [==========================>...] - ETA: 18s - loss: 0.0522 - dice_coefficient: 0.9590
Epoch 29: loss did not improve from 0.01091
368/400 [==========================>...] - ETA: 18s - loss: 0.0523 - dice_coefficient: 0.9590
Epoch 29: loss did not improve from 0.01091
369/400 [==========================>...] - ETA: 17s - loss: 0.0523 - dice_coefficient: 0.9590
Epoch 29: loss did not improve from 0.01091
370/400 [==========================>...] - ETA: 17s - loss: 0.0524 - dice_coefficient: 0.9590
Epoch 29: loss did not improve from 0.01091
371/400 [==========================>...] - ETA: 16s - loss: 0.0523 - dice_coefficient: 0.9591
Epoch 29: loss did not improve from 0.01091
372/400 [==========================>...] - ETA: 16s - loss: 0.0524 - dice_coefficient: 0.9589
Epoch 29: loss did not improve from 0.01091
373/400 [==========================>...] - ETA: 15s - loss: 0.0525 - dice_coefficient: 0.9589
Epoch 29: loss did not improve from 0.01091
374/400 [===========================>..] - ETA: 14s - loss: 0.0524 - dice_coefficient: 0.9590
Epoch 29: loss did not improve from 0.01091
375/400 [===========================>..] - ETA: 14s - loss: 0.0524 - dice_coefficient: 0.9590
Epoch 29: loss did not improve from 0.01091
376/400 [===========================>..] - ETA: 13s - loss: 0.0523 - dice_coefficient: 0.9590
Epoch 29: loss did not improve from 0.01091
377/400 [===========================>..] - ETA: 13s - loss: 0.0523 - dice_coefficient: 0.9590
Epoch 29: loss did not improve from 0.01091
378/400 [===========================>..] - ETA: 12s - loss: 0.0526 - dice_coefficient: 0.9588
Epoch 29: loss did not improve from 0.01091
379/400 [===========================>..] - ETA: 12s - loss: 0.0951 - dice_coefficient: 0.9562
Epoch 29: loss did not improve from 0.01091
380/400 [===========================>..] - ETA: 11s - loss: 0.0952 - dice_coefficient: 0.9560
Epoch 29: loss did not improve from 0.01091
381/400 [===========================>..] - ETA: 10s - loss: 0.0951 - dice_coefficient: 0.9561
Epoch 29: loss did not improve from 0.01091
382/400 [===========================>..] - ETA: 10s - loss: 0.0949 - dice_coefficient: 0.9561
Epoch 29: loss did not improve from 0.01091
383/400 [===========================>..] - ETA: 9s - loss: 0.0947 - dice_coefficient: 0.9562 
Epoch 29: loss did not improve from 0.01091
384/400 [===========================>..] - ETA: 9s - loss: 0.0946 - dice_coefficient: 0.9562
Epoch 29: loss did not improve from 0.01091
385/400 [===========================>..] - ETA: 8s - loss: 0.0944 - dice_coefficient: 0.9562
Epoch 29: loss did not improve from 0.01091
386/400 [===========================>..] - ETA: 8s - loss: 0.0943 - dice_coefficient: 0.9563
Epoch 29: loss did not improve from 0.01091
387/400 [============================>.] - ETA: 7s - loss: 0.0942 - dice_coefficient: 0.9562
Epoch 29: loss did not improve from 0.01091
388/400 [============================>.] - ETA: 6s - loss: 0.0940 - dice_coefficient: 0.9563
Epoch 29: loss did not improve from 0.01091
389/400 [============================>.] - ETA: 6s - loss: 0.0938 - dice_coefficient: 0.9564
Epoch 29: loss did not improve from 0.01091
390/400 [============================>.] - ETA: 5s - loss: 0.0936 - dice_coefficient: 0.9565
Epoch 29: loss did not improve from 0.01091
391/400 [============================>.] - ETA: 5s - loss: 0.0934 - dice_coefficient: 0.9565
Epoch 29: loss did not improve from 0.01091
392/400 [============================>.] - ETA: 4s - loss: 0.0935 - dice_coefficient: 0.9564
Epoch 29: loss did not improve from 0.01091
393/400 [============================>.] - ETA: 4s - loss: 0.0933 - dice_coefficient: 0.9565
Epoch 29: loss did not improve from 0.01091
394/400 [============================>.] - ETA: 3s - loss: 0.0931 - dice_coefficient: 0.9565
Epoch 29: loss did not improve from 0.01091
395/400 [============================>.] - ETA: 2s - loss: 0.0930 - dice_coefficient: 0.9566
Epoch 29: loss did not improve from 0.01091
396/400 [============================>.] - ETA: 2s - loss: 0.0928 - dice_coefficient: 0.9566
Epoch 29: loss did not improve from 0.01091
397/400 [============================>.] - ETA: 1s - loss: 0.0926 - dice_coefficient: 0.9567
Epoch 29: loss did not improve from 0.01091
398/400 [============================>.] - ETA: 1s - loss: 0.0925 - dice_coefficient: 0.9568
Epoch 29: loss did not improve from 0.01091
399/400 [============================>.] - ETA: 0s - loss: 0.0924 - dice_coefficient: 0.9567
Epoch 29: loss did not improve from 0.01091
400/400 [==============================] - 231s 576ms/step - loss: 0.0922 - dice_coefficient: 0.9568 - val_loss: 0.7225 - val_dice_coefficient: 0.6643 - lr: 1.0000e-06
Epoch 30/30

Epoch 30: loss did not improve from 0.01091
  1/400 [..............................] - ETA: 3:41 - loss: 0.0307 - dice_coefficient: 0.9722
Epoch 30: loss did not improve from 0.01091
  2/400 [..............................] - ETA: 3:48 - loss: 0.0286 - dice_coefficient: 0.9780
Epoch 30: loss did not improve from 0.01091
  3/400 [..............................] - ETA: 3:46 - loss: 0.0225 - dice_coefficient: 0.9826
Epoch 30: loss did not improve from 0.01091
  4/400 [..............................] - ETA: 3:45 - loss: 0.0216 - dice_coefficient: 0.9840
Epoch 30: loss did not improve from 0.01091
  5/400 [..............................] - ETA: 3:46 - loss: 0.0197 - dice_coefficient: 0.9857
Epoch 30: loss did not improve from 0.01091
  6/400 [..............................] - ETA: 3:45 - loss: 0.0179 - dice_coefficient: 0.9869
Epoch 30: loss did not improve from 0.01091
  7/400 [..............................] - ETA: 3:44 - loss: 0.0214 - dice_coefficient: 0.9833
Epoch 30: loss did not improve from 0.01091
  8/400 [..............................] - ETA: 3:43 - loss: 0.0209 - dice_coefficient: 0.9839
Epoch 30: loss did not improve from 0.01091
  9/400 [..............................] - ETA: 3:43 - loss: 0.0202 - dice_coefficient: 0.9842
Epoch 30: loss did not improve from 0.01091
 10/400 [..............................] - ETA: 3:43 - loss: 0.0247 - dice_coefficient: 0.9807
Epoch 30: loss did not improve from 0.01091
 11/400 [..............................] - ETA: 3:43 - loss: 0.0260 - dice_coefficient: 0.9799
Epoch 30: loss did not improve from 0.01091
 12/400 [..............................] - ETA: 3:42 - loss: 0.0273 - dice_coefficient: 0.9791
Epoch 30: loss did not improve from 0.01091
 13/400 [..............................] - ETA: 3:42 - loss: 0.0262 - dice_coefficient: 0.9800
Epoch 30: loss did not improve from 0.01091
 14/400 [>.............................] - ETA: 3:41 - loss: 0.0262 - dice_coefficient: 0.9804
Epoch 30: loss did not improve from 0.01091
 15/400 [>.............................] - ETA: 3:40 - loss: 0.0355 - dice_coefficient: 0.9720
Epoch 30: loss did not improve from 0.01091
 16/400 [>.............................] - ETA: 3:39 - loss: 0.0338 - dice_coefficient: 0.9733
Epoch 30: loss did not improve from 0.01091
 17/400 [>.............................] - ETA: 3:39 - loss: 0.0327 - dice_coefficient: 0.9742
Epoch 30: loss did not improve from 0.01091
 18/400 [>.............................] - ETA: 3:38 - loss: 0.0332 - dice_coefficient: 0.9734
Epoch 30: loss did not improve from 0.01091
 19/400 [>.............................] - ETA: 3:38 - loss: 0.0329 - dice_coefficient: 0.9740
Epoch 30: loss did not improve from 0.01091
 20/400 [>.............................] - ETA: 3:37 - loss: 0.0317 - dice_coefficient: 0.9750
Epoch 30: loss did not improve from 0.01091
 21/400 [>.............................] - ETA: 3:37 - loss: 0.0314 - dice_coefficient: 0.9754
Epoch 30: loss did not improve from 0.01091
 22/400 [>.............................] - ETA: 3:36 - loss: 0.0308 - dice_coefficient: 0.9760
Epoch 30: loss did not improve from 0.01091
 23/400 [>.............................] - ETA: 3:35 - loss: 0.0318 - dice_coefficient: 0.9759
Epoch 30: loss did not improve from 0.01091
 24/400 [>.............................] - ETA: 3:35 - loss: 0.0318 - dice_coefficient: 0.9758
Epoch 30: loss did not improve from 0.01091
 25/400 [>.............................] - ETA: 3:35 - loss: 0.0308 - dice_coefficient: 0.9766
Epoch 30: loss did not improve from 0.01091
 26/400 [>.............................] - ETA: 3:34 - loss: 0.0308 - dice_coefficient: 0.9766
Epoch 30: loss did not improve from 0.01091
 27/400 [=>............................] - ETA: 3:34 - loss: 0.0320 - dice_coefficient: 0.9754
Epoch 30: loss did not improve from 0.01091
 28/400 [=>............................] - ETA: 3:33 - loss: 0.0319 - dice_coefficient: 0.9754
Epoch 30: loss did not improve from 0.01091
 29/400 [=>............................] - ETA: 3:32 - loss: 0.0337 - dice_coefficient: 0.9739
Epoch 30: loss did not improve from 0.01091
 30/400 [=>............................] - ETA: 3:32 - loss: 0.0332 - dice_coefficient: 0.9743
Epoch 30: loss did not improve from 0.01091
 31/400 [=>............................] - ETA: 3:31 - loss: 0.0331 - dice_coefficient: 0.9744
Epoch 30: loss did not improve from 0.01091
 32/400 [=>............................] - ETA: 3:31 - loss: 0.0329 - dice_coefficient: 0.9748
Epoch 30: loss did not improve from 0.01091
 33/400 [=>............................] - ETA: 3:30 - loss: 0.0324 - dice_coefficient: 0.9752
Epoch 30: loss did not improve from 0.01091
 34/400 [=>............................] - ETA: 3:29 - loss: 0.0317 - dice_coefficient: 0.9758
Epoch 30: loss did not improve from 0.01091
 35/400 [=>............................] - ETA: 3:29 - loss: 0.0320 - dice_coefficient: 0.9759
Epoch 30: loss did not improve from 0.01091
 36/400 [=>............................] - ETA: 3:28 - loss: 0.0314 - dice_coefficient: 0.9764
Epoch 30: loss did not improve from 0.01091
 37/400 [=>............................] - ETA: 3:28 - loss: 0.0311 - dice_coefficient: 0.9765
Epoch 30: loss did not improve from 0.01091
 38/400 [=>............................] - ETA: 3:27 - loss: 0.0310 - dice_coefficient: 0.9767
Epoch 30: loss did not improve from 0.01091
 39/400 [=>............................] - ETA: 3:27 - loss: 0.0305 - dice_coefficient: 0.9771
Epoch 30: loss did not improve from 0.01091
 40/400 [==>...........................] - ETA: 3:27 - loss: 0.0301 - dice_coefficient: 0.9774
Epoch 30: loss did not improve from 0.01091
 41/400 [==>...........................] - ETA: 3:27 - loss: 0.0308 - dice_coefficient: 0.9766
Epoch 30: loss did not improve from 0.01091
 42/400 [==>...........................] - ETA: 3:26 - loss: 0.0342 - dice_coefficient: 0.9740
Epoch 30: loss did not improve from 0.01091
 43/400 [==>...........................] - ETA: 3:26 - loss: 0.0360 - dice_coefficient: 0.9722
Epoch 30: loss did not improve from 0.01091
 44/400 [==>...........................] - ETA: 3:25 - loss: 0.0354 - dice_coefficient: 0.9727
Epoch 30: loss did not improve from 0.01091
 45/400 [==>...........................] - ETA: 3:25 - loss: 0.0355 - dice_coefficient: 0.9726
Epoch 30: loss did not improve from 0.01091
 46/400 [==>...........................] - ETA: 3:24 - loss: 0.0351 - dice_coefficient: 0.9729
Epoch 30: loss did not improve from 0.01091
 47/400 [==>...........................] - ETA: 3:23 - loss: 0.0348 - dice_coefficient: 0.9731
Epoch 30: loss did not improve from 0.01091
 48/400 [==>...........................] - ETA: 3:23 - loss: 0.0394 - dice_coefficient: 0.9692
Epoch 30: loss did not improve from 0.01091
 49/400 [==>...........................] - ETA: 3:22 - loss: 0.0398 - dice_coefficient: 0.9690
Epoch 30: loss did not improve from 0.01091
 50/400 [==>...........................] - ETA: 3:21 - loss: 0.0394 - dice_coefficient: 0.9692
Epoch 30: loss did not improve from 0.01091
 51/400 [==>...........................] - ETA: 3:21 - loss: 0.0390 - dice_coefficient: 0.9696
Epoch 30: loss did not improve from 0.01091
 52/400 [==>...........................] - ETA: 3:20 - loss: 0.0396 - dice_coefficient: 0.9695
Epoch 30: loss did not improve from 0.01091
 53/400 [==>...........................] - ETA: 3:20 - loss: 0.0394 - dice_coefficient: 0.9695
Epoch 30: loss did not improve from 0.01091
 54/400 [===>..........................] - ETA: 3:19 - loss: 0.0390 - dice_coefficient: 0.9698
Epoch 30: loss did not improve from 0.01091
 55/400 [===>..........................] - ETA: 3:19 - loss: 0.0389 - dice_coefficient: 0.9698
Epoch 30: loss did not improve from 0.01091
 56/400 [===>..........................] - ETA: 3:19 - loss: 0.0395 - dice_coefficient: 0.9692
Epoch 30: loss did not improve from 0.01091
 57/400 [===>..........................] - ETA: 3:18 - loss: 0.0392 - dice_coefficient: 0.9694
Epoch 30: loss did not improve from 0.01091
 58/400 [===>..........................] - ETA: 3:17 - loss: 0.0389 - dice_coefficient: 0.9696
Epoch 30: loss did not improve from 0.01091
 59/400 [===>..........................] - ETA: 3:17 - loss: 0.0487 - dice_coefficient: 0.9627
Epoch 30: loss did not improve from 0.01091
 60/400 [===>..........................] - ETA: 3:16 - loss: 0.0484 - dice_coefficient: 0.9629
Epoch 30: loss did not improve from 0.01091
 61/400 [===>..........................] - ETA: 3:16 - loss: 0.0479 - dice_coefficient: 0.9634
Epoch 30: loss did not improve from 0.01091
 62/400 [===>..........................] - ETA: 3:15 - loss: 0.0481 - dice_coefficient: 0.9631
Epoch 30: loss did not improve from 0.01091
 63/400 [===>..........................] - ETA: 3:14 - loss: 0.0476 - dice_coefficient: 0.9634
Epoch 30: loss did not improve from 0.01091
 64/400 [===>..........................] - ETA: 3:14 - loss: 0.0474 - dice_coefficient: 0.9635
Epoch 30: loss did not improve from 0.01091
 65/400 [===>..........................] - ETA: 3:13 - loss: 0.0473 - dice_coefficient: 0.9636
Epoch 30: loss did not improve from 0.01091
 66/400 [===>..........................] - ETA: 3:13 - loss: 0.2916 - dice_coefficient: 0.9490
Epoch 30: loss did not improve from 0.01091
 67/400 [====>.........................] - ETA: 3:12 - loss: 0.2875 - dice_coefficient: 0.9494
Epoch 30: loss did not improve from 0.01091
 68/400 [====>.........................] - ETA: 3:11 - loss: 0.2842 - dice_coefficient: 0.9498
Epoch 30: loss did not improve from 0.01091
 69/400 [====>.........................] - ETA: 3:11 - loss: 0.2805 - dice_coefficient: 0.9501
Epoch 30: loss did not improve from 0.01091
 70/400 [====>.........................] - ETA: 3:10 - loss: 0.2773 - dice_coefficient: 0.9501
Epoch 30: loss did not improve from 0.01091
 71/400 [====>.........................] - ETA: 3:10 - loss: 0.2749 - dice_coefficient: 0.9494
Epoch 30: loss did not improve from 0.01091
 72/400 [====>.........................] - ETA: 3:09 - loss: 0.2714 - dice_coefficient: 0.9499
Epoch 30: loss did not improve from 0.01091
 73/400 [====>.........................] - ETA: 3:08 - loss: 0.2678 - dice_coefficient: 0.9505
Epoch 30: loss did not improve from 0.01091
 74/400 [====>.........................] - ETA: 3:08 - loss: 0.2646 - dice_coefficient: 0.9510
Epoch 30: loss did not improve from 0.01091
 75/400 [====>.........................] - ETA: 3:07 - loss: 0.2633 - dice_coefficient: 0.9507
Epoch 30: loss did not improve from 0.01091
 76/400 [====>.........................] - ETA: 3:07 - loss: 0.2606 - dice_coefficient: 0.9510
Epoch 30: loss did not improve from 0.01091
 77/400 [====>.........................] - ETA: 3:06 - loss: 0.2575 - dice_coefficient: 0.9515
Epoch 30: loss did not improve from 0.01091
 78/400 [====>.........................] - ETA: 3:06 - loss: 0.2551 - dice_coefficient: 0.9517
Epoch 30: loss did not improve from 0.01091
 79/400 [====>.........................] - ETA: 3:05 - loss: 0.2523 - dice_coefficient: 0.9519
Epoch 30: loss did not improve from 0.01091
 80/400 [=====>........................] - ETA: 3:05 - loss: 0.2494 - dice_coefficient: 0.9523
Epoch 30: loss did not improve from 0.01091
 81/400 [=====>........................] - ETA: 3:04 - loss: 0.2467 - dice_coefficient: 0.9527
Epoch 30: loss did not improve from 0.01091
 82/400 [=====>........................] - ETA: 3:03 - loss: 0.2439 - dice_coefficient: 0.9531
Epoch 30: loss did not improve from 0.01091
 83/400 [=====>........................] - ETA: 3:03 - loss: 0.2413 - dice_coefficient: 0.9535
Epoch 30: loss did not improve from 0.01091
 84/400 [=====>........................] - ETA: 3:02 - loss: 0.2391 - dice_coefficient: 0.9537
Epoch 30: loss did not improve from 0.01091
 85/400 [=====>........................] - ETA: 3:02 - loss: 0.2375 - dice_coefficient: 0.9533
Epoch 30: loss did not improve from 0.01091
 86/400 [=====>........................] - ETA: 3:01 - loss: 0.2367 - dice_coefficient: 0.9520
Epoch 30: loss did not improve from 0.01091
 87/400 [=====>........................] - ETA: 3:00 - loss: 0.2346 - dice_coefficient: 0.9523
Epoch 30: loss did not improve from 0.01091
 88/400 [=====>........................] - ETA: 3:00 - loss: 0.2321 - dice_coefficient: 0.9527
Epoch 30: loss did not improve from 0.01091
 89/400 [=====>........................] - ETA: 2:59 - loss: 0.2296 - dice_coefficient: 0.9532
Epoch 30: loss did not improve from 0.01091
 90/400 [=====>........................] - ETA: 2:59 - loss: 0.2278 - dice_coefficient: 0.9530
Epoch 30: loss did not improve from 0.01091
 91/400 [=====>........................] - ETA: 2:58 - loss: 0.2256 - dice_coefficient: 0.9533
Epoch 30: loss did not improve from 0.01091
 92/400 [=====>........................] - ETA: 2:58 - loss: 0.2235 - dice_coefficient: 0.9536
Epoch 30: loss did not improve from 0.01091
 93/400 [=====>........................] - ETA: 2:57 - loss: 0.2217 - dice_coefficient: 0.9535
Epoch 30: loss did not improve from 0.01091
 94/400 [======>.......................] - ETA: 2:56 - loss: 0.2203 - dice_coefficient: 0.9532
Epoch 30: loss did not improve from 0.01091
 95/400 [======>.......................] - ETA: 2:56 - loss: 0.2182 - dice_coefficient: 0.9536
Epoch 30: loss did not improve from 0.01091
 96/400 [======>.......................] - ETA: 2:55 - loss: 0.2162 - dice_coefficient: 0.9539
Epoch 30: loss did not improve from 0.01091
 97/400 [======>.......................] - ETA: 2:55 - loss: 0.2142 - dice_coefficient: 0.9542
Epoch 30: loss did not improve from 0.01091
 98/400 [======>.......................] - ETA: 2:54 - loss: 0.2157 - dice_coefficient: 0.9519
Epoch 30: loss did not improve from 0.01091
 99/400 [======>.......................] - ETA: 2:53 - loss: 0.2138 - dice_coefficient: 0.9523
Epoch 30: loss did not improve from 0.01091
100/400 [======>.......................] - ETA: 2:53 - loss: 0.2118 - dice_coefficient: 0.9527
Epoch 30: loss did not improve from 0.01091
101/400 [======>.......................] - ETA: 2:52 - loss: 0.2102 - dice_coefficient: 0.9528
Epoch 30: loss did not improve from 0.01091
102/400 [======>.......................] - ETA: 2:52 - loss: 0.2082 - dice_coefficient: 0.9531
Epoch 30: loss did not improve from 0.01091
103/400 [======>.......................] - ETA: 2:51 - loss: 0.2069 - dice_coefficient: 0.9530
Epoch 30: loss did not improve from 0.01091
104/400 [======>.......................] - ETA: 2:51 - loss: 0.2051 - dice_coefficient: 0.9533
Epoch 30: loss did not improve from 0.01091
105/400 [======>.......................] - ETA: 2:50 - loss: 0.2034 - dice_coefficient: 0.9535
Epoch 30: loss did not improve from 0.01091
106/400 [======>.......................] - ETA: 2:49 - loss: 0.2015 - dice_coefficient: 0.9539
Epoch 30: loss did not improve from 0.01091
107/400 [=======>......................] - ETA: 2:49 - loss: 0.1999 - dice_coefficient: 0.9542
Epoch 30: loss did not improve from 0.01091
108/400 [=======>......................] - ETA: 2:48 - loss: 0.1984 - dice_coefficient: 0.9543
Epoch 30: loss did not improve from 0.01091
109/400 [=======>......................] - ETA: 2:48 - loss: 0.1968 - dice_coefficient: 0.9546
Epoch 30: loss did not improve from 0.01091
110/400 [=======>......................] - ETA: 2:47 - loss: 0.1977 - dice_coefficient: 0.9527
Epoch 30: loss did not improve from 0.01091
111/400 [=======>......................] - ETA: 2:47 - loss: 0.1961 - dice_coefficient: 0.9530
Epoch 30: loss did not improve from 0.01091
112/400 [=======>......................] - ETA: 2:46 - loss: 0.1953 - dice_coefficient: 0.9526
Epoch 30: loss did not improve from 0.01091
113/400 [=======>......................] - ETA: 2:45 - loss: 0.1938 - dice_coefficient: 0.9528
Epoch 30: loss did not improve from 0.01091
114/400 [=======>......................] - ETA: 2:45 - loss: 0.1928 - dice_coefficient: 0.9527
Epoch 30: loss did not improve from 0.01091
115/400 [=======>......................] - ETA: 2:44 - loss: 0.1921 - dice_coefficient: 0.9524
Epoch 30: loss did not improve from 0.01091
116/400 [=======>......................] - ETA: 2:44 - loss: 0.1905 - dice_coefficient: 0.9527
Epoch 30: loss did not improve from 0.01091
117/400 [=======>......................] - ETA: 2:43 - loss: 0.1890 - dice_coefficient: 0.9531
Epoch 30: loss did not improve from 0.01091
118/400 [=======>......................] - ETA: 2:43 - loss: 0.1876 - dice_coefficient: 0.9533
Epoch 30: loss did not improve from 0.01091
119/400 [=======>......................] - ETA: 2:42 - loss: 0.1861 - dice_coefficient: 0.9536
Epoch 30: loss did not improve from 0.01091
120/400 [========>.....................] - ETA: 2:41 - loss: 0.1848 - dice_coefficient: 0.9539
Epoch 30: loss did not improve from 0.01091
121/400 [========>.....................] - ETA: 2:41 - loss: 0.1835 - dice_coefficient: 0.9540
Epoch 30: loss did not improve from 0.01091
122/400 [========>.....................] - ETA: 2:40 - loss: 0.1823 - dice_coefficient: 0.9542
Epoch 30: loss did not improve from 0.01091
123/400 [========>.....................] - ETA: 2:40 - loss: 0.1809 - dice_coefficient: 0.9545
Epoch 30: loss did not improve from 0.01091
124/400 [========>.....................] - ETA: 2:39 - loss: 0.1798 - dice_coefficient: 0.9546
Epoch 30: loss did not improve from 0.01091
125/400 [========>.....................] - ETA: 2:38 - loss: 0.1788 - dice_coefficient: 0.9546
Epoch 30: loss did not improve from 0.01091
126/400 [========>.....................] - ETA: 2:38 - loss: 0.1774 - dice_coefficient: 0.9549
Epoch 30: loss did not improve from 0.01091
127/400 [========>.....................] - ETA: 2:37 - loss: 0.1764 - dice_coefficient: 0.9551
Epoch 30: loss did not improve from 0.01091
128/400 [========>.....................] - ETA: 2:37 - loss: 0.1751 - dice_coefficient: 0.9553
Epoch 30: loss did not improve from 0.01091
129/400 [========>.....................] - ETA: 2:36 - loss: 0.1743 - dice_coefficient: 0.9552
Epoch 30: loss did not improve from 0.01091
130/400 [========>.....................] - ETA: 2:35 - loss: 0.1738 - dice_coefficient: 0.9549
Epoch 30: loss did not improve from 0.01091
131/400 [========>.....................] - ETA: 2:35 - loss: 0.1726 - dice_coefficient: 0.9551
Epoch 30: loss did not improve from 0.01091
132/400 [========>.....................] - ETA: 2:34 - loss: 0.1714 - dice_coefficient: 0.9553
Epoch 30: loss did not improve from 0.01091
133/400 [========>.....................] - ETA: 2:34 - loss: 0.1702 - dice_coefficient: 0.9556
Epoch 30: loss did not improve from 0.01091
134/400 [=========>....................] - ETA: 2:33 - loss: 0.1704 - dice_coefficient: 0.9546
Epoch 30: loss did not improve from 0.01091
135/400 [=========>....................] - ETA: 2:32 - loss: 0.1694 - dice_coefficient: 0.9548
Epoch 30: loss did not improve from 0.01091
136/400 [=========>....................] - ETA: 2:32 - loss: 0.1683 - dice_coefficient: 0.9550
Epoch 30: loss did not improve from 0.01091
137/400 [=========>....................] - ETA: 2:31 - loss: 0.1674 - dice_coefficient: 0.9550
Epoch 30: loss did not improve from 0.01091
138/400 [=========>....................] - ETA: 2:31 - loss: 0.1663 - dice_coefficient: 0.9553
Epoch 30: loss did not improve from 0.01091
139/400 [=========>....................] - ETA: 2:30 - loss: 0.1656 - dice_coefficient: 0.9552
Epoch 30: loss did not improve from 0.01091
140/400 [=========>....................] - ETA: 2:30 - loss: 0.1648 - dice_coefficient: 0.9552
Epoch 30: loss did not improve from 0.01091
141/400 [=========>....................] - ETA: 2:29 - loss: 0.1637 - dice_coefficient: 0.9555
Epoch 30: loss did not improve from 0.01091
142/400 [=========>....................] - ETA: 2:28 - loss: 0.1641 - dice_coefficient: 0.9544
Epoch 30: loss did not improve from 0.01091
143/400 [=========>....................] - ETA: 2:28 - loss: 0.1631 - dice_coefficient: 0.9546
Epoch 30: loss did not improve from 0.01091
144/400 [=========>....................] - ETA: 2:27 - loss: 0.1625 - dice_coefficient: 0.9546
Epoch 30: loss did not improve from 0.01091
145/400 [=========>....................] - ETA: 2:27 - loss: 0.1617 - dice_coefficient: 0.9548
Epoch 30: loss did not improve from 0.01091
146/400 [=========>....................] - ETA: 2:26 - loss: 0.1606 - dice_coefficient: 0.9550
Epoch 30: loss did not improve from 0.01091
147/400 [==========>...................] - ETA: 2:25 - loss: 0.1614 - dice_coefficient: 0.9537
Epoch 30: loss did not improve from 0.01091
148/400 [==========>...................] - ETA: 2:25 - loss: 0.1605 - dice_coefficient: 0.9539
Epoch 30: loss did not improve from 0.01091
149/400 [==========>...................] - ETA: 2:24 - loss: 0.1599 - dice_coefficient: 0.9538
Epoch 30: loss did not improve from 0.01091
150/400 [==========>...................] - ETA: 2:24 - loss: 0.1594 - dice_coefficient: 0.9538
Epoch 30: loss did not improve from 0.01091
151/400 [==========>...................] - ETA: 2:23 - loss: 0.1585 - dice_coefficient: 0.9540
Epoch 30: loss did not improve from 0.01091
152/400 [==========>...................] - ETA: 2:23 - loss: 0.1580 - dice_coefficient: 0.9538
Epoch 30: loss did not improve from 0.01091
153/400 [==========>...................] - ETA: 2:22 - loss: 0.1571 - dice_coefficient: 0.9540
Epoch 30: loss did not improve from 0.01091
154/400 [==========>...................] - ETA: 2:21 - loss: 0.1562 - dice_coefficient: 0.9542
Epoch 30: loss did not improve from 0.01091
155/400 [==========>...................] - ETA: 2:21 - loss: 0.1552 - dice_coefficient: 0.9545
Epoch 30: loss did not improve from 0.01091
156/400 [==========>...................] - ETA: 2:20 - loss: 0.1549 - dice_coefficient: 0.9542
Epoch 30: loss did not improve from 0.01091
157/400 [==========>...................] - ETA: 2:20 - loss: 0.1546 - dice_coefficient: 0.9538
Epoch 30: loss did not improve from 0.01091
158/400 [==========>...................] - ETA: 2:19 - loss: 0.1538 - dice_coefficient: 0.9540
Epoch 30: loss did not improve from 0.01091
159/400 [==========>...................] - ETA: 2:19 - loss: 0.1529 - dice_coefficient: 0.9543
Epoch 30: loss did not improve from 0.01091
160/400 [===========>..................] - ETA: 2:18 - loss: 0.1522 - dice_coefficient: 0.9543
Epoch 30: loss did not improve from 0.01091
161/400 [===========>..................] - ETA: 2:17 - loss: 0.1516 - dice_coefficient: 0.9544
Epoch 30: loss did not improve from 0.01091
162/400 [===========>..................] - ETA: 2:17 - loss: 0.1510 - dice_coefficient: 0.9543
Epoch 30: loss did not improve from 0.01091
163/400 [===========>..................] - ETA: 2:16 - loss: 0.1508 - dice_coefficient: 0.9539
Epoch 30: loss did not improve from 0.01091
164/400 [===========>..................] - ETA: 2:16 - loss: 0.1501 - dice_coefficient: 0.9541
Epoch 30: loss did not improve from 0.01091
165/400 [===========>..................] - ETA: 2:15 - loss: 0.1492 - dice_coefficient: 0.9543
Epoch 30: loss did not improve from 0.01091
166/400 [===========>..................] - ETA: 2:14 - loss: 0.1483 - dice_coefficient: 0.9546
Epoch 30: loss did not improve from 0.01091
167/400 [===========>..................] - ETA: 2:14 - loss: 0.1481 - dice_coefficient: 0.9543
Epoch 30: loss did not improve from 0.01091
168/400 [===========>..................] - ETA: 2:13 - loss: 0.1473 - dice_coefficient: 0.9545
Epoch 30: loss did not improve from 0.01091
169/400 [===========>..................] - ETA: 2:13 - loss: 0.1468 - dice_coefficient: 0.9545
Epoch 30: loss did not improve from 0.01091
170/400 [===========>..................] - ETA: 2:12 - loss: 0.1464 - dice_coefficient: 0.9544
Epoch 30: loss did not improve from 0.01091
171/400 [===========>..................] - ETA: 2:12 - loss: 0.1479 - dice_coefficient: 0.9527
Epoch 30: loss did not improve from 0.01091
172/400 [===========>..................] - ETA: 2:11 - loss: 0.1471 - dice_coefficient: 0.9529
Epoch 30: loss did not improve from 0.01091
173/400 [===========>..................] - ETA: 2:10 - loss: 0.1468 - dice_coefficient: 0.9527
Epoch 30: loss did not improve from 0.01091
174/400 [============>.................] - ETA: 2:10 - loss: 0.1461 - dice_coefficient: 0.9530
Epoch 30: loss did not improve from 0.01091
175/400 [============>.................] - ETA: 2:09 - loss: 0.1453 - dice_coefficient: 0.9532
Epoch 30: loss did not improve from 0.01091
176/400 [============>.................] - ETA: 2:09 - loss: 0.1448 - dice_coefficient: 0.9531
Epoch 30: loss did not improve from 0.01091
177/400 [============>.................] - ETA: 2:08 - loss: 0.1442 - dice_coefficient: 0.9532
Epoch 30: loss did not improve from 0.01091
178/400 [============>.................] - ETA: 2:07 - loss: 0.1435 - dice_coefficient: 0.9534
Epoch 30: loss did not improve from 0.01091
179/400 [============>.................] - ETA: 2:07 - loss: 0.1428 - dice_coefficient: 0.9536
Epoch 30: loss did not improve from 0.01091
180/400 [============>.................] - ETA: 2:06 - loss: 0.1423 - dice_coefficient: 0.9537
Epoch 30: loss did not improve from 0.01091
181/400 [============>.................] - ETA: 2:06 - loss: 0.1415 - dice_coefficient: 0.9539
Epoch 30: loss did not improve from 0.01091
182/400 [============>.................] - ETA: 2:05 - loss: 0.1412 - dice_coefficient: 0.9537
Epoch 30: loss did not improve from 0.01091
183/400 [============>.................] - ETA: 2:05 - loss: 0.1405 - dice_coefficient: 0.9539
Epoch 30: loss did not improve from 0.01091
184/400 [============>.................] - ETA: 2:04 - loss: 0.1398 - dice_coefficient: 0.9541
Epoch 30: loss did not improve from 0.01091
185/400 [============>.................] - ETA: 2:03 - loss: 0.1394 - dice_coefficient: 0.9541
Epoch 30: loss did not improve from 0.01091
186/400 [============>.................] - ETA: 2:03 - loss: 0.1389 - dice_coefficient: 0.9541
Epoch 30: loss did not improve from 0.01091
187/400 [=============>................] - ETA: 2:02 - loss: 0.1383 - dice_coefficient: 0.9542
Epoch 30: loss did not improve from 0.01091
188/400 [=============>................] - ETA: 2:02 - loss: 0.1377 - dice_coefficient: 0.9544
Epoch 30: loss did not improve from 0.01091
189/400 [=============>................] - ETA: 2:01 - loss: 0.1372 - dice_coefficient: 0.9544
Epoch 30: loss did not improve from 0.01091
190/400 [=============>................] - ETA: 2:01 - loss: 0.1367 - dice_coefficient: 0.9544
Epoch 30: loss did not improve from 0.01091
191/400 [=============>................] - ETA: 2:00 - loss: 0.1361 - dice_coefficient: 0.9546
Epoch 30: loss did not improve from 0.01091
192/400 [=============>................] - ETA: 1:59 - loss: 0.1356 - dice_coefficient: 0.9547
Epoch 30: loss did not improve from 0.01091
193/400 [=============>................] - ETA: 1:59 - loss: 0.1349 - dice_coefficient: 0.9549
Epoch 30: loss did not improve from 0.01091
194/400 [=============>................] - ETA: 1:58 - loss: 0.1344 - dice_coefficient: 0.9550
Epoch 30: loss did not improve from 0.01091
195/400 [=============>................] - ETA: 1:58 - loss: 0.1338 - dice_coefficient: 0.9552
Epoch 30: loss did not improve from 0.01091
196/400 [=============>................] - ETA: 1:57 - loss: 0.1335 - dice_coefficient: 0.9550
Epoch 30: loss did not improve from 0.01091
197/400 [=============>................] - ETA: 1:56 - loss: 0.1330 - dice_coefficient: 0.9551
Epoch 30: loss did not improve from 0.01091
198/400 [=============>................] - ETA: 1:56 - loss: 0.1326 - dice_coefficient: 0.9552
Epoch 30: loss did not improve from 0.01091
199/400 [=============>................] - ETA: 1:55 - loss: 0.1321 - dice_coefficient: 0.9553
Epoch 30: loss did not improve from 0.01091
200/400 [==============>...............] - ETA: 1:55 - loss: 0.1315 - dice_coefficient: 0.9554
Epoch 30: loss did not improve from 0.01091
201/400 [==============>...............] - ETA: 1:54 - loss: 0.1309 - dice_coefficient: 0.9556
Epoch 30: loss did not improve from 0.01091
202/400 [==============>...............] - ETA: 1:54 - loss: 0.1303 - dice_coefficient: 0.9558
Epoch 30: loss did not improve from 0.01091
203/400 [==============>...............] - ETA: 1:53 - loss: 0.1298 - dice_coefficient: 0.9559
Epoch 30: loss did not improve from 0.01091
204/400 [==============>...............] - ETA: 1:52 - loss: 0.1295 - dice_coefficient: 0.9558
Epoch 30: loss did not improve from 0.01091
205/400 [==============>...............] - ETA: 1:52 - loss: 0.1290 - dice_coefficient: 0.9559
Epoch 30: loss did not improve from 0.01091
206/400 [==============>...............] - ETA: 1:51 - loss: 0.1285 - dice_coefficient: 0.9561
Epoch 30: loss did not improve from 0.01091
207/400 [==============>...............] - ETA: 1:51 - loss: 0.1279 - dice_coefficient: 0.9562
Epoch 30: loss did not improve from 0.01091
208/400 [==============>...............] - ETA: 1:50 - loss: 0.1275 - dice_coefficient: 0.9563
Epoch 30: loss did not improve from 0.01091
209/400 [==============>...............] - ETA: 1:49 - loss: 0.1270 - dice_coefficient: 0.9565
Epoch 30: loss did not improve from 0.01091
210/400 [==============>...............] - ETA: 1:49 - loss: 0.1269 - dice_coefficient: 0.9563
Epoch 30: loss did not improve from 0.01091
211/400 [==============>...............] - ETA: 1:48 - loss: 0.1264 - dice_coefficient: 0.9564
Epoch 30: loss did not improve from 0.01091
212/400 [==============>...............] - ETA: 1:48 - loss: 0.1259 - dice_coefficient: 0.9566
Epoch 30: loss did not improve from 0.01091
213/400 [==============>...............] - ETA: 1:47 - loss: 0.1255 - dice_coefficient: 0.9567
Epoch 30: loss did not improve from 0.01091
214/400 [===============>..............] - ETA: 1:47 - loss: 0.1254 - dice_coefficient: 0.9564
Epoch 30: loss did not improve from 0.01091
215/400 [===============>..............] - ETA: 1:46 - loss: 0.1249 - dice_coefficient: 0.9565
Epoch 30: loss did not improve from 0.01091
216/400 [===============>..............] - ETA: 1:45 - loss: 0.1244 - dice_coefficient: 0.9567
Epoch 30: loss did not improve from 0.01091
217/400 [===============>..............] - ETA: 1:45 - loss: 0.1239 - dice_coefficient: 0.9568
Epoch 30: loss did not improve from 0.01091
218/400 [===============>..............] - ETA: 1:44 - loss: 0.1235 - dice_coefficient: 0.9570
Epoch 30: loss did not improve from 0.01091
219/400 [===============>..............] - ETA: 1:44 - loss: 0.1231 - dice_coefficient: 0.9570
Epoch 30: loss did not improve from 0.01091
220/400 [===============>..............] - ETA: 1:43 - loss: 0.1227 - dice_coefficient: 0.9571
Epoch 30: loss did not improve from 0.01091
221/400 [===============>..............] - ETA: 1:43 - loss: 0.1223 - dice_coefficient: 0.9572
Epoch 30: loss did not improve from 0.01091
222/400 [===============>..............] - ETA: 1:42 - loss: 0.1219 - dice_coefficient: 0.9572
Epoch 30: loss did not improve from 0.01091
223/400 [===============>..............] - ETA: 1:41 - loss: 0.1215 - dice_coefficient: 0.9573
Epoch 30: loss did not improve from 0.01091
224/400 [===============>..............] - ETA: 1:41 - loss: 0.1216 - dice_coefficient: 0.9569
Epoch 30: loss did not improve from 0.01091
225/400 [===============>..............] - ETA: 1:40 - loss: 0.1211 - dice_coefficient: 0.9570
Epoch 30: loss did not improve from 0.01091
226/400 [===============>..............] - ETA: 1:40 - loss: 0.1210 - dice_coefficient: 0.9568
Epoch 30: loss did not improve from 0.01091
227/400 [================>.............] - ETA: 1:39 - loss: 0.1206 - dice_coefficient: 0.9569
Epoch 30: loss did not improve from 0.01091
228/400 [================>.............] - ETA: 1:39 - loss: 0.1201 - dice_coefficient: 0.9571
Epoch 30: loss did not improve from 0.01091
229/400 [================>.............] - ETA: 1:38 - loss: 0.1197 - dice_coefficient: 0.9572
Epoch 30: loss did not improve from 0.01091
230/400 [================>.............] - ETA: 1:37 - loss: 0.1194 - dice_coefficient: 0.9572
Epoch 30: loss did not improve from 0.01091
231/400 [================>.............] - ETA: 1:37 - loss: 0.1190 - dice_coefficient: 0.9573
Epoch 30: loss did not improve from 0.01091
232/400 [================>.............] - ETA: 1:36 - loss: 0.1185 - dice_coefficient: 0.9575
Epoch 30: loss did not improve from 0.01091
233/400 [================>.............] - ETA: 1:36 - loss: 0.1181 - dice_coefficient: 0.9576
Epoch 30: loss did not improve from 0.01091
234/400 [================>.............] - ETA: 1:35 - loss: 0.1177 - dice_coefficient: 0.9577
Epoch 30: loss did not improve from 0.01091
235/400 [================>.............] - ETA: 1:34 - loss: 0.1172 - dice_coefficient: 0.9578
Epoch 30: loss did not improve from 0.01091
236/400 [================>.............] - ETA: 1:34 - loss: 0.1168 - dice_coefficient: 0.9580
Epoch 30: loss did not improve from 0.01091
237/400 [================>.............] - ETA: 1:33 - loss: 0.1164 - dice_coefficient: 0.9581
Epoch 30: loss did not improve from 0.01091
238/400 [================>.............] - ETA: 1:33 - loss: 0.1161 - dice_coefficient: 0.9581
Epoch 30: loss did not improve from 0.01091
239/400 [================>.............] - ETA: 1:32 - loss: 0.1160 - dice_coefficient: 0.9579
Epoch 30: loss did not improve from 0.01091
240/400 [=================>............] - ETA: 1:32 - loss: 0.1156 - dice_coefficient: 0.9581
Epoch 30: loss did not improve from 0.01091
241/400 [=================>............] - ETA: 1:31 - loss: 0.1153 - dice_coefficient: 0.9581
Epoch 30: loss did not improve from 0.01091
242/400 [=================>............] - ETA: 1:30 - loss: 0.1152 - dice_coefficient: 0.9579
Epoch 30: loss did not improve from 0.01091
243/400 [=================>............] - ETA: 1:30 - loss: 0.1148 - dice_coefficient: 0.9580
Epoch 30: loss did not improve from 0.01091
244/400 [=================>............] - ETA: 1:29 - loss: 0.1145 - dice_coefficient: 0.9581
Epoch 30: loss did not improve from 0.01091
245/400 [=================>............] - ETA: 1:29 - loss: 0.1140 - dice_coefficient: 0.9583
Epoch 30: loss did not improve from 0.01091
246/400 [=================>............] - ETA: 1:28 - loss: 0.1136 - dice_coefficient: 0.9584
Epoch 30: loss did not improve from 0.01091
247/400 [=================>............] - ETA: 1:28 - loss: 0.1133 - dice_coefficient: 0.9584
Epoch 30: loss did not improve from 0.01091
248/400 [=================>............] - ETA: 1:27 - loss: 0.1131 - dice_coefficient: 0.9584
Epoch 30: loss did not improve from 0.01091
249/400 [=================>............] - ETA: 1:26 - loss: 0.1130 - dice_coefficient: 0.9582
Epoch 30: loss did not improve from 0.01091
250/400 [=================>............] - ETA: 1:26 - loss: 0.1129 - dice_coefficient: 0.9581
Epoch 30: loss did not improve from 0.01091
251/400 [=================>............] - ETA: 1:25 - loss: 0.1125 - dice_coefficient: 0.9582
Epoch 30: loss did not improve from 0.01091
252/400 [=================>............] - ETA: 1:25 - loss: 0.1121 - dice_coefficient: 0.9583
Epoch 30: loss did not improve from 0.01091
253/400 [=================>............] - ETA: 1:24 - loss: 0.1118 - dice_coefficient: 0.9584
Epoch 30: loss did not improve from 0.01091
254/400 [==================>...........] - ETA: 1:24 - loss: 0.1115 - dice_coefficient: 0.9585
Epoch 30: loss did not improve from 0.01091
255/400 [==================>...........] - ETA: 1:23 - loss: 0.1111 - dice_coefficient: 0.9586
Epoch 30: loss did not improve from 0.01091
256/400 [==================>...........] - ETA: 1:22 - loss: 0.1110 - dice_coefficient: 0.9585
Epoch 30: loss did not improve from 0.01091
257/400 [==================>...........] - ETA: 1:22 - loss: 0.1107 - dice_coefficient: 0.9586
Epoch 30: loss did not improve from 0.01091
258/400 [==================>...........] - ETA: 1:21 - loss: 0.1105 - dice_coefficient: 0.9585
Epoch 30: loss did not improve from 0.01091
259/400 [==================>...........] - ETA: 1:21 - loss: 0.1102 - dice_coefficient: 0.9586
Epoch 30: loss did not improve from 0.01091
260/400 [==================>...........] - ETA: 1:20 - loss: 0.1098 - dice_coefficient: 0.9587
Epoch 30: loss did not improve from 0.01091
261/400 [==================>...........] - ETA: 1:19 - loss: 0.1101 - dice_coefficient: 0.9583
Epoch 30: loss did not improve from 0.01091
262/400 [==================>...........] - ETA: 1:19 - loss: 0.1097 - dice_coefficient: 0.9584
Epoch 30: loss did not improve from 0.01091
263/400 [==================>...........] - ETA: 1:18 - loss: 0.1094 - dice_coefficient: 0.9585
Epoch 30: loss did not improve from 0.01091
264/400 [==================>...........] - ETA: 1:18 - loss: 0.1091 - dice_coefficient: 0.9585
Epoch 30: loss did not improve from 0.01091
265/400 [==================>...........] - ETA: 1:17 - loss: 0.1089 - dice_coefficient: 0.9585
Epoch 30: loss did not improve from 0.01091
266/400 [==================>...........] - ETA: 1:17 - loss: 0.1090 - dice_coefficient: 0.9582
Epoch 30: loss did not improve from 0.01091
267/400 [===================>..........] - ETA: 1:16 - loss: 0.1087 - dice_coefficient: 0.9583
Epoch 30: loss did not improve from 0.01091
268/400 [===================>..........] - ETA: 1:15 - loss: 0.1084 - dice_coefficient: 0.9583
Epoch 30: loss did not improve from 0.01091
269/400 [===================>..........] - ETA: 1:15 - loss: 0.1081 - dice_coefficient: 0.9584
Epoch 30: loss did not improve from 0.01091
270/400 [===================>..........] - ETA: 1:14 - loss: 0.1103 - dice_coefficient: 0.9567
Epoch 30: loss did not improve from 0.01091
271/400 [===================>..........] - ETA: 1:14 - loss: 0.1100 - dice_coefficient: 0.9568
Epoch 30: loss did not improve from 0.01091
272/400 [===================>..........] - ETA: 1:13 - loss: 0.1097 - dice_coefficient: 0.9569
Epoch 30: loss did not improve from 0.01091
273/400 [===================>..........] - ETA: 1:13 - loss: 0.1094 - dice_coefficient: 0.9570
Epoch 30: loss did not improve from 0.01091
274/400 [===================>..........] - ETA: 1:12 - loss: 0.1091 - dice_coefficient: 0.9570
Epoch 30: loss did not improve from 0.01091
275/400 [===================>..........] - ETA: 1:11 - loss: 0.1088 - dice_coefficient: 0.9571
Epoch 30: loss did not improve from 0.01091
276/400 [===================>..........] - ETA: 1:11 - loss: 0.1089 - dice_coefficient: 0.9568
Epoch 30: loss did not improve from 0.01091
277/400 [===================>..........] - ETA: 1:10 - loss: 0.1086 - dice_coefficient: 0.9570
Epoch 30: loss did not improve from 0.01091
278/400 [===================>..........] - ETA: 1:10 - loss: 0.1083 - dice_coefficient: 0.9571
Epoch 30: loss did not improve from 0.01091
279/400 [===================>..........] - ETA: 1:09 - loss: 0.1080 - dice_coefficient: 0.9572
Epoch 30: loss did not improve from 0.01091
280/400 [====================>.........] - ETA: 1:09 - loss: 0.1077 - dice_coefficient: 0.9573
Epoch 30: loss did not improve from 0.01091
281/400 [====================>.........] - ETA: 1:08 - loss: 0.1083 - dice_coefficient: 0.9566
Epoch 30: loss did not improve from 0.01091
282/400 [====================>.........] - ETA: 1:07 - loss: 0.1080 - dice_coefficient: 0.9566
Epoch 30: loss did not improve from 0.01091
283/400 [====================>.........] - ETA: 1:07 - loss: 0.1077 - dice_coefficient: 0.9567
Epoch 30: loss did not improve from 0.01091
284/400 [====================>.........] - ETA: 1:06 - loss: 0.1074 - dice_coefficient: 0.9568
Epoch 30: loss did not improve from 0.01091
285/400 [====================>.........] - ETA: 1:06 - loss: 0.1072 - dice_coefficient: 0.9569
Epoch 30: loss did not improve from 0.01091
286/400 [====================>.........] - ETA: 1:05 - loss: 0.1069 - dice_coefficient: 0.9569
Epoch 30: loss did not improve from 0.01091
287/400 [====================>.........] - ETA: 1:05 - loss: 0.1066 - dice_coefficient: 0.9570
Epoch 30: loss did not improve from 0.01091
288/400 [====================>.........] - ETA: 1:04 - loss: 0.1063 - dice_coefficient: 0.9571
Epoch 30: loss did not improve from 0.01091
289/400 [====================>.........] - ETA: 1:03 - loss: 0.1061 - dice_coefficient: 0.9571
Epoch 30: loss did not improve from 0.01091
290/400 [====================>.........] - ETA: 1:03 - loss: 0.1060 - dice_coefficient: 0.9570
Epoch 30: loss did not improve from 0.01091
291/400 [====================>.........] - ETA: 1:02 - loss: 0.1057 - dice_coefficient: 0.9571
Epoch 30: loss did not improve from 0.01091
292/400 [====================>.........] - ETA: 1:02 - loss: 0.1054 - dice_coefficient: 0.9573
Epoch 30: loss did not improve from 0.01091
293/400 [====================>.........] - ETA: 1:01 - loss: 0.1051 - dice_coefficient: 0.9574
Epoch 30: loss did not improve from 0.01091
294/400 [=====================>........] - ETA: 1:01 - loss: 0.1048 - dice_coefficient: 0.9574
Epoch 30: loss did not improve from 0.01091
295/400 [=====================>........] - ETA: 1:00 - loss: 0.1048 - dice_coefficient: 0.9574
Epoch 30: loss did not improve from 0.01091
296/400 [=====================>........] - ETA: 59s - loss: 0.1045 - dice_coefficient: 0.9575 
Epoch 30: loss did not improve from 0.01091
297/400 [=====================>........] - ETA: 59s - loss: 0.1044 - dice_coefficient: 0.9573
Epoch 30: loss did not improve from 0.01091
298/400 [=====================>........] - ETA: 58s - loss: 0.1042 - dice_coefficient: 0.9574
Epoch 30: loss did not improve from 0.01091
299/400 [=====================>........] - ETA: 58s - loss: 0.1039 - dice_coefficient: 0.9575
Epoch 30: loss did not improve from 0.01091
300/400 [=====================>........] - ETA: 57s - loss: 0.1046 - dice_coefficient: 0.9567
Epoch 30: loss did not improve from 0.01091
301/400 [=====================>........] - ETA: 56s - loss: 0.1044 - dice_coefficient: 0.9568
Epoch 30: loss did not improve from 0.01091
302/400 [=====================>........] - ETA: 56s - loss: 0.1041 - dice_coefficient: 0.9569
Epoch 30: loss did not improve from 0.01091
303/400 [=====================>........] - ETA: 55s - loss: 0.1038 - dice_coefficient: 0.9570
Epoch 30: loss did not improve from 0.01091
304/400 [=====================>........] - ETA: 55s - loss: 0.1037 - dice_coefficient: 0.9569
Epoch 30: loss did not improve from 0.01091
305/400 [=====================>........] - ETA: 54s - loss: 0.1034 - dice_coefficient: 0.9570
Epoch 30: loss did not improve from 0.01091
306/400 [=====================>........] - ETA: 54s - loss: 0.1031 - dice_coefficient: 0.9571
Epoch 30: loss did not improve from 0.01091
307/400 [======================>.......] - ETA: 53s - loss: 0.1030 - dice_coefficient: 0.9571
Epoch 30: loss did not improve from 0.01091
308/400 [======================>.......] - ETA: 52s - loss: 0.1028 - dice_coefficient: 0.9572
Epoch 30: loss did not improve from 0.01091
309/400 [======================>.......] - ETA: 52s - loss: 0.1028 - dice_coefficient: 0.9571
Epoch 30: loss did not improve from 0.01091
310/400 [======================>.......] - ETA: 51s - loss: 0.1025 - dice_coefficient: 0.9572
Epoch 30: loss did not improve from 0.01091
311/400 [======================>.......] - ETA: 51s - loss: 0.1022 - dice_coefficient: 0.9572
Epoch 30: loss did not improve from 0.01091
312/400 [======================>.......] - ETA: 50s - loss: 0.1020 - dice_coefficient: 0.9573
Epoch 30: loss did not improve from 0.01091
313/400 [======================>.......] - ETA: 50s - loss: 0.1018 - dice_coefficient: 0.9574
Epoch 30: loss did not improve from 0.01091
314/400 [======================>.......] - ETA: 49s - loss: 0.1016 - dice_coefficient: 0.9574
Epoch 30: loss did not improve from 0.01091
315/400 [======================>.......] - ETA: 48s - loss: 0.1014 - dice_coefficient: 0.9574
Epoch 30: loss did not improve from 0.01091
316/400 [======================>.......] - ETA: 48s - loss: 0.1013 - dice_coefficient: 0.9574
Epoch 30: loss did not improve from 0.01091
317/400 [======================>.......] - ETA: 47s - loss: 0.1010 - dice_coefficient: 0.9575
Epoch 30: loss did not improve from 0.01091
318/400 [======================>.......] - ETA: 47s - loss: 0.1008 - dice_coefficient: 0.9576
Epoch 30: loss did not improve from 0.01091
319/400 [======================>.......] - ETA: 46s - loss: 0.1008 - dice_coefficient: 0.9575
Epoch 30: loss did not improve from 0.01091
320/400 [=======================>......] - ETA: 46s - loss: 0.1005 - dice_coefficient: 0.9576
Epoch 30: loss did not improve from 0.01091
321/400 [=======================>......] - ETA: 45s - loss: 0.1002 - dice_coefficient: 0.9577
Epoch 30: loss did not improve from 0.01091
322/400 [=======================>......] - ETA: 44s - loss: 0.1000 - dice_coefficient: 0.9578
Epoch 30: loss did not improve from 0.01091
323/400 [=======================>......] - ETA: 44s - loss: 0.0997 - dice_coefficient: 0.9579
Epoch 30: loss did not improve from 0.01091
324/400 [=======================>......] - ETA: 43s - loss: 0.0997 - dice_coefficient: 0.9577
Epoch 30: loss did not improve from 0.01091
325/400 [=======================>......] - ETA: 43s - loss: 0.1001 - dice_coefficient: 0.9573
Epoch 30: loss did not improve from 0.01091
326/400 [=======================>......] - ETA: 42s - loss: 0.0999 - dice_coefficient: 0.9573
Epoch 30: loss did not improve from 0.01091
327/400 [=======================>......] - ETA: 41s - loss: 0.0998 - dice_coefficient: 0.9573
Epoch 30: loss did not improve from 0.01091
328/400 [=======================>......] - ETA: 41s - loss: 0.0996 - dice_coefficient: 0.9573
Epoch 30: loss did not improve from 0.01091
329/400 [=======================>......] - ETA: 40s - loss: 0.0994 - dice_coefficient: 0.9573
Epoch 30: loss did not improve from 0.01091
330/400 [=======================>......] - ETA: 40s - loss: 0.0992 - dice_coefficient: 0.9574
Epoch 30: loss did not improve from 0.01091
331/400 [=======================>......] - ETA: 39s - loss: 0.0990 - dice_coefficient: 0.9575
Epoch 30: loss did not improve from 0.01091
332/400 [=======================>......] - ETA: 39s - loss: 0.0989 - dice_coefficient: 0.9574
Epoch 30: loss did not improve from 0.01091
333/400 [=======================>......] - ETA: 38s - loss: 0.0987 - dice_coefficient: 0.9574
Epoch 30: loss did not improve from 0.01091
334/400 [========================>.....] - ETA: 37s - loss: 0.0990 - dice_coefficient: 0.9571
Epoch 30: loss did not improve from 0.01091
335/400 [========================>.....] - ETA: 37s - loss: 0.0989 - dice_coefficient: 0.9571
Epoch 30: loss did not improve from 0.01091
336/400 [========================>.....] - ETA: 36s - loss: 0.0986 - dice_coefficient: 0.9572
Epoch 30: loss did not improve from 0.01091
337/400 [========================>.....] - ETA: 36s - loss: 0.0986 - dice_coefficient: 0.9571
Epoch 30: loss did not improve from 0.01091
338/400 [========================>.....] - ETA: 35s - loss: 0.0985 - dice_coefficient: 0.9571
Epoch 30: loss did not improve from 0.01091
339/400 [========================>.....] - ETA: 35s - loss: 0.0988 - dice_coefficient: 0.9567
Epoch 30: loss did not improve from 0.01091
340/400 [========================>.....] - ETA: 34s - loss: 0.0986 - dice_coefficient: 0.9567
Epoch 30: loss did not improve from 0.01091
341/400 [========================>.....] - ETA: 33s - loss: 0.0983 - dice_coefficient: 0.9568
Epoch 30: loss did not improve from 0.01091
342/400 [========================>.....] - ETA: 33s - loss: 0.0982 - dice_coefficient: 0.9568
Epoch 30: loss did not improve from 0.01091
343/400 [========================>.....] - ETA: 32s - loss: 0.0980 - dice_coefficient: 0.9569
Epoch 30: loss did not improve from 0.01091
344/400 [========================>.....] - ETA: 32s - loss: 0.0978 - dice_coefficient: 0.9569
Epoch 30: loss did not improve from 0.01091
345/400 [========================>.....] - ETA: 31s - loss: 0.0976 - dice_coefficient: 0.9570
Epoch 30: loss did not improve from 0.01091
346/400 [========================>.....] - ETA: 31s - loss: 0.0974 - dice_coefficient: 0.9570
Epoch 30: loss did not improve from 0.01091
347/400 [=========================>....] - ETA: 30s - loss: 0.0976 - dice_coefficient: 0.9567
Epoch 30: loss did not improve from 0.01091
348/400 [=========================>....] - ETA: 29s - loss: 0.0975 - dice_coefficient: 0.9567
Epoch 30: loss did not improve from 0.01091
349/400 [=========================>....] - ETA: 29s - loss: 0.0973 - dice_coefficient: 0.9568
Epoch 30: loss did not improve from 0.01091
350/400 [=========================>....] - ETA: 28s - loss: 0.0971 - dice_coefficient: 0.9569
Epoch 30: loss did not improve from 0.01091
351/400 [=========================>....] - ETA: 28s - loss: 0.0969 - dice_coefficient: 0.9569
Epoch 30: loss did not improve from 0.01091
352/400 [=========================>....] - ETA: 27s - loss: 0.0969 - dice_coefficient: 0.9568
Epoch 30: loss did not improve from 0.01091
353/400 [=========================>....] - ETA: 27s - loss: 0.0967 - dice_coefficient: 0.9569
Epoch 30: loss did not improve from 0.01091
354/400 [=========================>....] - ETA: 26s - loss: 0.0965 - dice_coefficient: 0.9570
Epoch 30: loss did not improve from 0.01091
355/400 [=========================>....] - ETA: 25s - loss: 0.0963 - dice_coefficient: 0.9570
Epoch 30: loss did not improve from 0.01091
356/400 [=========================>....] - ETA: 25s - loss: 0.0961 - dice_coefficient: 0.9571
Epoch 30: loss did not improve from 0.01091
357/400 [=========================>....] - ETA: 24s - loss: 0.0960 - dice_coefficient: 0.9570
Epoch 30: loss did not improve from 0.01091
358/400 [=========================>....] - ETA: 24s - loss: 0.0958 - dice_coefficient: 0.9571
Epoch 30: loss did not improve from 0.01091
359/400 [=========================>....] - ETA: 23s - loss: 0.0957 - dice_coefficient: 0.9571
Epoch 30: loss did not improve from 0.01091
360/400 [==========================>...] - ETA: 23s - loss: 0.0955 - dice_coefficient: 0.9572
Epoch 30: loss did not improve from 0.01091
361/400 [==========================>...] - ETA: 22s - loss: 0.0953 - dice_coefficient: 0.9573
Epoch 30: loss did not improve from 0.01091
362/400 [==========================>...] - ETA: 21s - loss: 0.0951 - dice_coefficient: 0.9573
Epoch 30: loss did not improve from 0.01091
363/400 [==========================>...] - ETA: 21s - loss: 0.0949 - dice_coefficient: 0.9574
Epoch 30: loss did not improve from 0.01091
364/400 [==========================>...] - ETA: 20s - loss: 0.0947 - dice_coefficient: 0.9574
Epoch 30: loss did not improve from 0.01091
365/400 [==========================>...] - ETA: 20s - loss: 0.0945 - dice_coefficient: 0.9575
Epoch 30: loss did not improve from 0.01091
366/400 [==========================>...] - ETA: 19s - loss: 0.0945 - dice_coefficient: 0.9574
Epoch 30: loss did not improve from 0.01091
367/400 [==========================>...] - ETA: 18s - loss: 0.0943 - dice_coefficient: 0.9575
Epoch 30: loss did not improve from 0.01091
368/400 [==========================>...] - ETA: 18s - loss: 0.0941 - dice_coefficient: 0.9575
Epoch 30: loss did not improve from 0.01091
369/400 [==========================>...] - ETA: 17s - loss: 0.0941 - dice_coefficient: 0.9574
Epoch 30: loss did not improve from 0.01091
370/400 [==========================>...] - ETA: 17s - loss: 0.0939 - dice_coefficient: 0.9575
Epoch 30: loss did not improve from 0.01091
371/400 [==========================>...] - ETA: 16s - loss: 0.0937 - dice_coefficient: 0.9576
Epoch 30: loss did not improve from 0.01091
372/400 [==========================>...] - ETA: 16s - loss: 0.0935 - dice_coefficient: 0.9576
Epoch 30: loss did not improve from 0.01091
373/400 [==========================>...] - ETA: 15s - loss: 0.0934 - dice_coefficient: 0.9576
Epoch 30: loss did not improve from 0.01091
374/400 [===========================>..] - ETA: 14s - loss: 0.0932 - dice_coefficient: 0.9577
Epoch 30: loss did not improve from 0.01091
375/400 [===========================>..] - ETA: 14s - loss: 0.0930 - dice_coefficient: 0.9578
Epoch 30: loss did not improve from 0.01091
376/400 [===========================>..] - ETA: 13s - loss: 0.0929 - dice_coefficient: 0.9578
Epoch 30: loss did not improve from 0.01091
377/400 [===========================>..] - ETA: 13s - loss: 0.0927 - dice_coefficient: 0.9579
Epoch 30: loss did not improve from 0.01091
378/400 [===========================>..] - ETA: 12s - loss: 0.0929 - dice_coefficient: 0.9576
Epoch 30: loss did not improve from 0.01091
379/400 [===========================>..] - ETA: 12s - loss: 0.0928 - dice_coefficient: 0.9576
Epoch 30: loss did not improve from 0.01091
380/400 [===========================>..] - ETA: 11s - loss: 0.0926 - dice_coefficient: 0.9576
Epoch 30: loss did not improve from 0.01091
381/400 [===========================>..] - ETA: 10s - loss: 0.0925 - dice_coefficient: 0.9576
Epoch 30: loss did not improve from 0.01091
382/400 [===========================>..] - ETA: 10s - loss: 0.0923 - dice_coefficient: 0.9577
Epoch 30: loss did not improve from 0.01091
383/400 [===========================>..] - ETA: 9s - loss: 0.0921 - dice_coefficient: 0.9578 
Epoch 30: loss did not improve from 0.01091
384/400 [===========================>..] - ETA: 9s - loss: 0.0919 - dice_coefficient: 0.9578
Epoch 30: loss did not improve from 0.01091
385/400 [===========================>..] - ETA: 8s - loss: 0.0918 - dice_coefficient: 0.9579
Epoch 30: loss did not improve from 0.01091
386/400 [===========================>..] - ETA: 8s - loss: 0.0916 - dice_coefficient: 0.9580
Epoch 30: loss did not improve from 0.01091
387/400 [============================>.] - ETA: 7s - loss: 0.0915 - dice_coefficient: 0.9579
Epoch 30: loss did not improve from 0.01091
388/400 [============================>.] - ETA: 6s - loss: 0.0914 - dice_coefficient: 0.9579
Epoch 30: loss did not improve from 0.01091
389/400 [============================>.] - ETA: 6s - loss: 0.0914 - dice_coefficient: 0.9579
Epoch 30: loss did not improve from 0.01091
390/400 [============================>.] - ETA: 5s - loss: 0.0913 - dice_coefficient: 0.9579
Epoch 30: loss did not improve from 0.01091
391/400 [============================>.] - ETA: 5s - loss: 0.0922 - dice_coefficient: 0.9571
Epoch 30: loss did not improve from 0.01091
392/400 [============================>.] - ETA: 4s - loss: 0.0920 - dice_coefficient: 0.9572
Epoch 30: loss did not improve from 0.01091
393/400 [============================>.] - ETA: 4s - loss: 0.0919 - dice_coefficient: 0.9572
Epoch 30: loss did not improve from 0.01091
394/400 [============================>.] - ETA: 3s - loss: 0.0918 - dice_coefficient: 0.9572
Epoch 30: loss did not improve from 0.01091
395/400 [============================>.] - ETA: 2s - loss: 0.0916 - dice_coefficient: 0.9573
Epoch 30: loss did not improve from 0.01091
396/400 [============================>.] - ETA: 2s - loss: 0.0915 - dice_coefficient: 0.9573
Epoch 30: loss did not improve from 0.01091
397/400 [============================>.] - ETA: 1s - loss: 0.0913 - dice_coefficient: 0.9574
Epoch 30: loss did not improve from 0.01091
398/400 [============================>.] - ETA: 1s - loss: 0.0911 - dice_coefficient: 0.9575
Epoch 30: loss did not improve from 0.01091
399/400 [============================>.] - ETA: 0s - loss: 0.0910 - dice_coefficient: 0.9575
Epoch 30: loss did not improve from 0.01091
400/400 [==============================] - 231s 577ms/step - loss: 0.0909 - dice_coefficient: 0.9575 - val_loss: 0.7083 - val_dice_coefficient: 0.6730 - lr: 1.0000e-06

D. Evaluate and share insights on performance of the model.¶

In [25]:
model.evaluate(X_test,y_test,verbose=1)
model.evaluate(X_train,y_train,verbose=1)
1/1 [==============================] - 2s 2s/step - loss: 0.6212 - dice_coefficient: 0.7224
13/13 [==============================] - 39s 3s/step - loss: 0.5094 - dice_coefficient: 0.7653
Out[25]:
[0.5093904733657837, 0.7652994990348816]
In [34]:
## Accuracy and Loss plots

dice_coefficient = tr_history.history['dice_coefficient']
val_dice_coefficient  = tr_history.history['val_dice_coefficient']
loss     = tr_history.history['loss']
val_loss = tr_history.history['val_loss']

epochs   = range(len(dice_coefficient)) # Get number of epochs

plt.plot  (epochs, dice_coefficient, label = 'training accuracy')
plt.plot  (epochs, val_dice_coefficient, label = 'validation accuracy')
plt.title ('Training and validation accuracy')
plt.legend(loc = 'lower right')
plt.figure()

plt.plot  (epochs, loss, label = 'training loss')
plt.plot  (epochs, val_loss, label = 'validation loss')
plt.legend(loc = 'upper right')
plt.title ('Training and validation loss')
Out[34]:
Text(0.5, 1.0, 'Training and validation loss')

1) Here Mobinet uses lower GPU and image quality. UNET is eliminating the drawback of mobilenet.

2) Mobilenet initial layers at start followed by UNET because in real time photos, pictures will be of low,moderate and high quality. In the end images will be uploaded by api through cloud or hardwares. so both this model makes the system hybrid and gets the best out of it.

3) Found the best model after 30 epochs and saved the model weights "model-0.01.h5".

4) Training - loss: 0.5094 - dice_coefficient: 0.7653

5) Validation/Testing: loss: 0.6212 - dice_coefficient: 0.7224

6) As seen in graph dice coefficient and loss are inversely proportional to eachother.

7) If Deviation is less that means the similarity is more.

8) Further the training an validation is not overfitting

9) More Accuracy with respect to similarity can be gained if we use mobilenetv3 and Unet++ in near future.

3. Test the model predictions on the test image: ‘image with index 3 in the test data’ and visualise the predicted masks on the faces in the image.¶

In [35]:
#load Seved model weight

WEIGHTS_FILE = "model-0.01.h5"
learned_model = create_model()
learned_model.load_weights(WEIGHTS_FILE)
y_pred= learned_model.predict(X_test,verbose=1)
1/1 [==============================] - 2s 2s/step
In [43]:
# Sample Image
#sample_image = X_test[3]
n=3
image = cv2.resize(X_test[n], dsize=(IMAGE_HEIGHT, IMAGE_WIDTH), interpolation=cv2.INTER_CUBIC)
#feat_scaled = preprocess_input(np.array(image, dtype=np.float32))
pred_mask = cv2.resize(1.0*(y_pred[n]> 0.1), (IMAGE_WIDTH,IMAGE_HEIGHT))

image2 = image
image2[:,:,0] = pred_mask*image[:,:,0]
image2[:,:,1] = pred_mask*image[:,:,1]
image2[:,:,2] = pred_mask*image[:,:,2]

out_image = image2
fig = plt.figure(figsize=(15,8))
ax = fig.add_subplot(1,1,1)
plt.axis('off')
plt.imshow(out_image)
Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).
Out[43]:
<matplotlib.image.AxesImage at 0x214bc77aca0>
In [44]:
fig = plt.figure(figsize = (15,8))
ax= fig.add_subplot(1,1,1)
plt.axis('off')
plt.imshow(pred_mask,alpha=1)
Out[44]:
<matplotlib.image.AxesImage at 0x214bd91cbe0>
In [45]:
#from google.colab.patches import cv2_imshow
img = cv2.imread('image.jpg',1)
mask = cv2.imread('mask.jpg',1)
img= cv2.add(img,mask)

fig = plt.figure(figsize=(15,8))
ax = fig.add_subplot(1,1,1)
plt.axis('off')
plt.imshow(X_test[n])
plt.savefig('Image.jpg',bbox_inches ='tight', pad_inches = 0)
Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).
In [46]:
fig= plt.figure(figsize=(15,8))
ax= fig.add_subplot(1,1,1)
plt.axis('off')
plt.imshow(y_pred[n],alpha=1)
plt.savefig('mask.jpg',bbox_inches='tight',pad_inches=0)
In [47]:
img= cv2.imread("image.jpg",1)
mask= cv2.imread("mask.jpg",1)
img= cv2.add(img,mask)

fig=plt.figure(figsize=(15,7.2))
ax= fig.add_subplot(1,1,1)
plt.axis('off')
plt.imshow(img)
Out[47]:
<matplotlib.image.AxesImage at 0x214bc58f970>

Part B¶

DOMAIN: Entertainment¶

CONTEXT:¶

Company X owns a movie application and repository which caters movie streaming to millions of users who on subscription basis. Company wants to automate the process of cast and crew information in each scene from a movie such that when a user pauses on the movie and clicks on cast information button, the app will show details of the actor in the scene. Company has an in-house computer vision and multimedia experts who need to detect faces from screen shots from the movie scene. The data labelling is already done. Since there higher time complexity is involved in the

DATA DESCRIPTION:¶

The dataset comprises of face images.

PROJECT OBJECTIVE:¶

To create an image dataset to be used by AI team build an image classifier data. Profile images of people are given.

Steps and tasks:¶

1. Read/import images from folder ‘training_images’. [¶

In [1]:
Faceimages = "training_images-20211126T092819Z-001.zip"
from zipfile import ZipFile
with ZipFile(Faceimages,'r') as zip:
  zip.extractall("")
In [22]:
import cv2
def load_image(path):
    img = cv2.imread(path, 1)
    # OpenCV loads images with color channels
    # in BGR order. So we need to reverse them
    return img[...,::-1]

2. Write a loop which will iterate through all the images in the ‘training_images’ folder and detect the faces present on all the images.¶

Hint: You can use ’haarcascade_frontalface_default.xml’ from internet to detect faces which is available open source.

In [2]:
%pwd
Out[2]:
'C:\\Users\\hp\\Computer vision'
In [3]:
import numpy as np
import os

class IdentityMetadata1():
    def __init__(self, base, file):
        # print(base, name, file)
        # dataset base directory
        self.base = base
        # identity name
        # image file name
        self.file = file

    def __repr__(self):
        return self.image_path()

    def image_path(self):
        return os.path.join(self.base, self.file) 
    
def load_metadata1(path):
    metadata12 = []
    exts=[]
    for f in os.listdir(path):
            # Check file extension. Allow only jpg/jpeg' files.
            ext = os.path.splitext(f)[1]
            if ext == '.jpg' or ext == '.jpeg':
                metadata12.append(IdentityMetadata1(path,f))
                exts.append(ext)
    return np.array(metadata12),exts

# metadata = load_metadata('images')
metadata123,exts1 = load_metadata1('training_images')
labels1 =np.array([meta.file for meta in metadata123])
In [4]:
len(metadata123)
Out[4]:
1091
In [21]:
img_path = metadata123[0]
img = load_image(str(img_path))

fig = plt.figure(str(img_path))
ax=fig.add_subplot(1,1,1)
_=plt.imshow(img)
In [6]:
import cv2
def load_image(path):
    img = cv2.imread(path, 1)
    # OpenCV loads images with color channels
    # in BGR order. So we need to reverse them
    return img[...,::-1]
In [11]:
from tqdm.notebook import tqdm
import cv2

facedetected = []
images = []
facemeta= []

for i,meta in tqdm(enumerate(metadata123)):
    image =load_image(str(meta))
    images.append(image)
    
    image = cv2.resize(image,(224,224),interpolation = cv2.INTER_AREA)
    face_cascade = cv2.CascadeClassifier(cv2.data.haarcascades+ 'haarcascade_frontalface_default.xml')
    gray = cv2.cvtColor(image,cv2.COLOR_BGR2GRAY)
    faces = face_cascade.detectMultiScale(gray,1.05,3)
    
    facemeta.append(faces)
    
    for (x,y,w,h) in faces:
        cv2.rectangle(image,(x,y), (x+w,y+h),(225,0,0),2)
        roi_gray = gray[y:y+h, x:x+w]
        roi_color = image[y:y+h, x:x+w]
        
    facedetected.append(image)
0it [00:00, ?it/s]
In [14]:
n=1
plt.axis('off')
_=plt.imshow(images[n])
In [15]:
import matplotlib.pyplot as plt
n=1
plt.axis('off')
_=plt.imshow(facedetected[n])

3. From the same loop above, extract metadata of the faces and write into a DataFrame.¶

In [24]:
x_cor= []
y_cor= []
wdth= []
height = []
nooffaces= []
image_name = []
for i, face in tqdm(enumerate(facemeta)):
    if(len(face)>0):
        for (x,y,w,h) in face:
            x_cor.append(x)
            y_cor.append(y)
            wdth.append(w)
            height.append(h)
            nooffaces.append(len(face))
            image_name.append(labels1[i])
    else:
        x_cor.append(0)
        y_cor.append(0)
        wdth.append(0)
        height.append(0)
        nooffaces.append(len(face))
        image_name.append(labels1[i])
0it [00:00, ?it/s]
In [25]:
import pandas as pd
Dataframe_images = pd.DataFrame({'x': x_cor,'y':y_cor,'w':wdth,'h':height,'Total_faces':nooffaces,'Image_name':image_name})
In [26]:
Dataframe_images.head()
Out[26]:
x y w h Total_faces Image_name
0 56 52 159 159 1 real_00001.jpg
1 31 52 162 162 1 real_00002.jpg
2 14 46 132 132 1 real_00003.jpg
3 50 63 136 136 2 real_00004.jpg
4 4 4 63 63 2 real_00004.jpg

4. Save the output Dataframe in .csv format.¶

In [27]:
Dataframe_images.to_csv('Facedetection.csv',index=False)

Part C¶

DOMAIN: Face Recognition¶

CONTEXT:¶

Company X intends to build a face identification model to recognise human faces.

DATA DESCRIPTION:¶

The dataset comprises of images and its mask where there is a human face.

PROJECT OBJECTIVE:¶

Face Aligned Face Dataset from Pinterest. This dataset contains 10,770 images for 100 people. All images are taken from 'Pinterest' and aligned using dlib library. Some data samples:

Steps and tasks:¶

1. Unzip, read and Load data(‘PINS.zip’) into session.¶

In [32]:
# Imports
import pandas as pd, numpy as np, matplotlib.pyplot as plt, sklearn, re, random
import matplotlib.gridspec as gridspec
from tqdm.notebook import tqdm
import tensorflow, cv2
%matplotlib inline

# Extract content from zipfile
from zipfile import ZipFile

# Model
from tensorflow.keras.layers import ZeroPadding2D, Convolution2D, MaxPooling2D, Dropout, Flatten, Activation
from tensorflow.keras.models import Sequential, Model
from sklearn.svm import SVC

# Encode, standardize and PCA
from sklearn.metrics import classification_report, confusion_matrix, accuracy_score
from sklearn.model_selection import RandomizedSearchCV, GridSearchCV
from sklearn.preprocessing import LabelEncoder, StandardScaler
from sklearn.decomposition import PCA
In [19]:
import os
cwd=os.getcwd()
In [23]:
%pwd
Out[23]:
'C:\\Users\\hp\\Computer vision'
In [20]:
import os; os.chdir(cwd)
In [29]:
images_path = "PINS.zip"
from zipfile import ZipFile
with ZipFile(images_path,'r') as zip:
  zip.extractall("")

2. Write function to create metadata of the image.¶

Hint: Metadata means derived information from the available data which can be useful for particular problem statement.

In [31]:
import numpy as np
class IdentityMetadata():
    def __init__(self, base, name, file):
        # print(base, name, file)
        # dataset base directory
        self.base = base
        # identity name
        self.name = name
        # image file name
        self.file = file

    def __repr__(self):
        return self.image_path()

    def image_path(self):
        return os.path.join(self.base, self.name, self.file) 
    

3. Write a loop to iterate through each and every image and create metadata for all the images.¶

In [ ]:
def load_metadata(path):
    metadata = []
    exts = []
    for i in os.listdir(path):
        for f in os.listdir(os.path.join(path, i)):
            # Check file extension. Allow only jpg/jpeg' files.
            ext = os.path.splitext(f)[1]
            if ext == '.jpg' or ext == '.jpeg':
                metadata.append(IdentityMetadata(path, i, f))
                exts.append(ext)
    return np.array(metadata), exts

metadata, exts = load_metadata('PINS')
labels = np.array([meta.name for meta in metadata])

4. Generate Embeddings vectors on the each face in the dataset.¶

Hint: Use ‘vgg_face_weights.h5’

In [33]:
def load_image(path):
    img = cv2.imread(path, 1)
    # OpenCV loads images with color channels
    # in BGR order. So we need to reverse them
    return img[...,::-1]
In [34]:
def vgg_face():	
    model = Sequential()
    model.add(ZeroPadding2D((1, 1), input_shape = (224, 224, 3)))
    model.add(Convolution2D(64, (3, 3), activation = 'relu'))
    model.add(ZeroPadding2D((1, 1)))
    model.add(Convolution2D(64, (3, 3), activation = 'relu'))
    model.add(MaxPooling2D((2, 2), strides = (2, 2)))
    
    model.add(ZeroPadding2D((1, 1)))
    model.add(Convolution2D(128, (3, 3), activation = 'relu'))
    model.add(ZeroPadding2D((1, 1)))
    model.add(Convolution2D(128, (3, 3), activation = 'relu'))
    model.add(MaxPooling2D((2, 2), strides = (2, 2)))
    
    model.add(ZeroPadding2D((1, 1)))
    model.add(Convolution2D(256, (3, 3), activation = 'relu'))
    model.add(ZeroPadding2D((1, 1)))
    model.add(Convolution2D(256, (3, 3), activation = 'relu'))
    model.add(ZeroPadding2D((1, 1)))
    model.add(Convolution2D(256, (3, 3), activation = 'relu'))
    model.add(MaxPooling2D((2, 2), strides = (2, 2)))
    
    model.add(ZeroPadding2D((1, 1)))
    model.add(Convolution2D(512, (3, 3), activation = 'relu'))
    model.add(ZeroPadding2D((1, 1)))
    model.add(Convolution2D(512, (3, 3), activation = 'relu'))
    model.add(ZeroPadding2D((1, 1)))
    model.add(Convolution2D(512, (3, 3), activation = 'relu'))
    model.add(MaxPooling2D((2, 2), strides =(2, 2)))

    model.add(ZeroPadding2D((1, 1)))
    model.add(Convolution2D(512, (3, 3), activation = 'relu'))
    model.add(ZeroPadding2D((1, 1)))
    model.add(Convolution2D(512, (3, 3), activation = 'relu'))
    model.add(ZeroPadding2D((1, 1)))
    model.add(Convolution2D(512, (3, 3), activation = 'relu'))
    model.add(MaxPooling2D((2, 2), strides=(2, 2)))
    
    model.add(Convolution2D(4096, (7, 7), activation = 'relu'))
    model.add(Dropout(0.5))
    model.add(Convolution2D(4096, (1, 1), activation = 'relu'))
    model.add(Dropout(0.5))
    model.add(Convolution2D(2622, (1, 1)))
    model.add(Flatten())
    model.add(Activation('softmax'))
    return model
In [36]:
model = vgg_face()
model.load_weights('vgg_face_weights.h5')
print(model.summary())
Model: "sequential_1"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 zero_padding2d_13 (ZeroPadd  (None, 226, 226, 3)      0         
 ing2D)                                                          
                                                                 
 conv2d_16 (Conv2D)          (None, 224, 224, 64)      1792      
                                                                 
 zero_padding2d_14 (ZeroPadd  (None, 226, 226, 64)     0         
 ing2D)                                                          
                                                                 
 conv2d_17 (Conv2D)          (None, 224, 224, 64)      36928     
                                                                 
 max_pooling2d_5 (MaxPooling  (None, 112, 112, 64)     0         
 2D)                                                             
                                                                 
 zero_padding2d_15 (ZeroPadd  (None, 114, 114, 64)     0         
 ing2D)                                                          
                                                                 
 conv2d_18 (Conv2D)          (None, 112, 112, 128)     73856     
                                                                 
 zero_padding2d_16 (ZeroPadd  (None, 114, 114, 128)    0         
 ing2D)                                                          
                                                                 
 conv2d_19 (Conv2D)          (None, 112, 112, 128)     147584    
                                                                 
 max_pooling2d_6 (MaxPooling  (None, 56, 56, 128)      0         
 2D)                                                             
                                                                 
 zero_padding2d_17 (ZeroPadd  (None, 58, 58, 128)      0         
 ing2D)                                                          
                                                                 
 conv2d_20 (Conv2D)          (None, 56, 56, 256)       295168    
                                                                 
 zero_padding2d_18 (ZeroPadd  (None, 58, 58, 256)      0         
 ing2D)                                                          
                                                                 
 conv2d_21 (Conv2D)          (None, 56, 56, 256)       590080    
                                                                 
 zero_padding2d_19 (ZeroPadd  (None, 58, 58, 256)      0         
 ing2D)                                                          
                                                                 
 conv2d_22 (Conv2D)          (None, 56, 56, 256)       590080    
                                                                 
 max_pooling2d_7 (MaxPooling  (None, 28, 28, 256)      0         
 2D)                                                             
                                                                 
 zero_padding2d_20 (ZeroPadd  (None, 30, 30, 256)      0         
 ing2D)                                                          
                                                                 
 conv2d_23 (Conv2D)          (None, 28, 28, 512)       1180160   
                                                                 
 zero_padding2d_21 (ZeroPadd  (None, 30, 30, 512)      0         
 ing2D)                                                          
                                                                 
 conv2d_24 (Conv2D)          (None, 28, 28, 512)       2359808   
                                                                 
 zero_padding2d_22 (ZeroPadd  (None, 30, 30, 512)      0         
 ing2D)                                                          
                                                                 
 conv2d_25 (Conv2D)          (None, 28, 28, 512)       2359808   
                                                                 
 max_pooling2d_8 (MaxPooling  (None, 14, 14, 512)      0         
 2D)                                                             
                                                                 
 zero_padding2d_23 (ZeroPadd  (None, 16, 16, 512)      0         
 ing2D)                                                          
                                                                 
 conv2d_26 (Conv2D)          (None, 14, 14, 512)       2359808   
                                                                 
 zero_padding2d_24 (ZeroPadd  (None, 16, 16, 512)      0         
 ing2D)                                                          
                                                                 
 conv2d_27 (Conv2D)          (None, 14, 14, 512)       2359808   
                                                                 
 zero_padding2d_25 (ZeroPadd  (None, 16, 16, 512)      0         
 ing2D)                                                          
                                                                 
 conv2d_28 (Conv2D)          (None, 14, 14, 512)       2359808   
                                                                 
 max_pooling2d_9 (MaxPooling  (None, 7, 7, 512)        0         
 2D)                                                             
                                                                 
 conv2d_29 (Conv2D)          (None, 1, 1, 4096)        102764544 
                                                                 
 dropout_2 (Dropout)         (None, 1, 1, 4096)        0         
                                                                 
 conv2d_30 (Conv2D)          (None, 1, 1, 4096)        16781312  
                                                                 
 dropout_3 (Dropout)         (None, 1, 1, 4096)        0         
                                                                 
 conv2d_31 (Conv2D)          (None, 1, 1, 2622)        10742334  
                                                                 
 flatten_1 (Flatten)         (None, 2622)              0         
                                                                 
 activation_1 (Activation)   (None, 2622)              0         
                                                                 
=================================================================
Total params: 145,002,878
Trainable params: 145,002,878
Non-trainable params: 0
_________________________________________________________________
None
In [37]:
vgg_face_descriptor = Model(inputs = model.layers[0].input, outputs = model.layers[-2].output)
In [38]:
# Get embedding vector for first image in the metadata using the pre-trained model

img_path = metadata[0].image_path()
img = load_image(img_path)

# Normalising pixel values from [0-255] to [0-1]: scale RGB values to interval [0, 1]
img = (img / 255.).astype(np.float32)

img = cv2.resize(img, dsize = (224, 224))
print(img.shape)

# Obtain embedding vector for an image
# Get the embedding vector for the above image using vgg_face_descriptor model and print the shape
embedding_vector = vgg_face_descriptor.predict(np.expand_dims(img, axis = 0))[0]
print(embedding_vector.shape)
(224, 224, 3)
1/1 [==============================] - 1s 929ms/step
(2622,)
In [40]:
embeddings = []
embeddings = np.zeros((metadata.shape[0], 2622))
for i, meta in tqdm(enumerate(metadata)):
    try:
        image = load_image(str(meta))
        image = (image/255.).astype(np.float32)
        image = cv2.resize(image, (224, 224))
        embeddings[i] = vgg_face_descriptor.predict(np.expand_dims(image, axis = 0))[0]
    except:
        embeddings[i] = np.zeros(2622)
0it [00:00, ?it/s]
1/1 [==============================] - 0s 268ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 263ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 233ms/step
1/1 [==============================] - 0s 191ms/step
1/1 [==============================] - 0s 188ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 248ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 189ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 197ms/step
1/1 [==============================] - 0s 219ms/step
1/1 [==============================] - 0s 180ms/step
1/1 [==============================] - 0s 190ms/step
1/1 [==============================] - 0s 180ms/step
1/1 [==============================] - 0s 180ms/step
1/1 [==============================] - 0s 224ms/step
1/1 [==============================] - 0s 183ms/step
1/1 [==============================] - 0s 192ms/step
1/1 [==============================] - 0s 210ms/step
1/1 [==============================] - 0s 184ms/step
1/1 [==============================] - 0s 199ms/step
1/1 [==============================] - 0s 204ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 185ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 213ms/step
1/1 [==============================] - 0s 188ms/step
1/1 [==============================] - 0s 203ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 222ms/step
1/1 [==============================] - 0s 197ms/step
1/1 [==============================] - 0s 228ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 140ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 177ms/step
1/1 [==============================] - 0s 176ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 183ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 184ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 176ms/step
1/1 [==============================] - 0s 178ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 185ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 176ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 140ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 184ms/step
1/1 [==============================] - 0s 189ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 188ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 177ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 148ms/step
1/1 [==============================] - 0s 194ms/step
1/1 [==============================] - 0s 196ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 177ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 183ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 182ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 192ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 177ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 195ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 178ms/step
1/1 [==============================] - 0s 178ms/step
1/1 [==============================] - 0s 186ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 207ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 177ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 177ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 177ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 148ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 182ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 197ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 196ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 176ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 139ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 189ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 197ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 188ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 191ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 189ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 188ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 208ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 184ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 193ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 189ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 148ms/step
1/1 [==============================] - 0s 148ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 176ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 189ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 209ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 148ms/step
1/1 [==============================] - 0s 185ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 196ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 191ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 212ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 183ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 182ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 205ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 204ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 209ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 185ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 194ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 212ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 180ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 180ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 205ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 196ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 201ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 182ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 197ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 179ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 178ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 192ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 205ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 189ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 138ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 177ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 199ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 134ms/step
1/1 [==============================] - 0s 183ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 200ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 201ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 177ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 180ms/step
1/1 [==============================] - 0s 197ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 214ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 179ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 180ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 185ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 148ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 215ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 135ms/step
1/1 [==============================] - 0s 184ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 186ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 178ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 182ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 186ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 183ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 182ms/step
1/1 [==============================] - 0s 184ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 137ms/step
1/1 [==============================] - 0s 184ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 176ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 190ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 185ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 179ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 186ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 183ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 148ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 197ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 188ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 192ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 179ms/step
1/1 [==============================] - 0s 197ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 191ms/step
1/1 [==============================] - 0s 137ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 184ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 139ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 189ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 177ms/step
1/1 [==============================] - 0s 138ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 139ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 191ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 179ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 198ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 176ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 177ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 177ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 176ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 190ms/step
1/1 [==============================] - 0s 140ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 138ms/step
1/1 [==============================] - 0s 178ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 140ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 139ms/step
1/1 [==============================] - 0s 177ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 177ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 139ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 188ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 184ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 187ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 180ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 191ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 180ms/step
1/1 [==============================] - 0s 183ms/step
1/1 [==============================] - 0s 183ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 177ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 179ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 185ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 179ms/step
1/1 [==============================] - 0s 177ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 176ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 198ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 188ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 140ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 195ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 140ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 182ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 137ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 189ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 180ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 199ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 176ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 179ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 176ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 192ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 182ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 184ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 139ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 138ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 138ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 193ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 196ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 182ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 196ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 138ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 182ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 139ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 138ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 177ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 190ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 139ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 196ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 203ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 177ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 148ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 196ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 148ms/step
1/1 [==============================] - 0s 180ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 148ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 180ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 177ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 138ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 189ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 187ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 184ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 179ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 186ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 183ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 176ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 197ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 200ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 182ms/step
1/1 [==============================] - 0s 197ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 176ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 194ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 148ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 139ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 183ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 189ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 148ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 140ms/step
1/1 [==============================] - 0s 198ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 190ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 148ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 177ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 148ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 185ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 148ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 148ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 180ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 184ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 183ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 176ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 148ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 148ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 178ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 148ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 139ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 148ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 187ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 180ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 148ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 189ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 133ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 188ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 182ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 176ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 138ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 189ms/step
1/1 [==============================] - 0s 138ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 204ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 205ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 191ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 184ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 203ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 183ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 186ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 185ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 176ms/step
1/1 [==============================] - 0s 183ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 176ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 180ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 203ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 240ms/step
1/1 [==============================] - 0s 184ms/step
1/1 [==============================] - 0s 179ms/step
1/1 [==============================] - 0s 188ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 191ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 214ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 140ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 193ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 219ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 191ms/step
1/1 [==============================] - 0s 178ms/step
1/1 [==============================] - 0s 203ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 179ms/step
1/1 [==============================] - 0s 187ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 198ms/step
1/1 [==============================] - 0s 179ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 179ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 183ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 179ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 140ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 193ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 184ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 148ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 195ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 140ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 148ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 140ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 140ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 140ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 140ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 140ms/step
1/1 [==============================] - 0s 140ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 187ms/step
1/1 [==============================] - 0s 179ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 203ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 140ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 140ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 148ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 218ms/step
1/1 [==============================] - 0s 195ms/step
1/1 [==============================] - 0s 199ms/step
1/1 [==============================] - 0s 202ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 188ms/step
1/1 [==============================] - 0s 182ms/step
1/1 [==============================] - 0s 177ms/step
1/1 [==============================] - 0s 244ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 184ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 184ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 205ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 188ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 184ms/step
1/1 [==============================] - 0s 183ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 189ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 185ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 183ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 178ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 196ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 185ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 139ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 182ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 179ms/step
1/1 [==============================] - 0s 134ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 139ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 197ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 183ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 180ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 185ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 189ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 176ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 177ms/step
1/1 [==============================] - 0s 179ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 187ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 182ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 186ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 182ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 135ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 178ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 219ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 179ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 177ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 182ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 148ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 179ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 139ms/step
1/1 [==============================] - 0s 217ms/step
1/1 [==============================] - 0s 138ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 199ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 196ms/step
1/1 [==============================] - 0s 182ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 177ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 139ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 183ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 140ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 140ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 189ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 183ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 180ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 177ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 201ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 140ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 183ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 204ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 197ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 192ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 186ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 148ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 179ms/step
1/1 [==============================] - 0s 139ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 188ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 185ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 188ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 196ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 213ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 197ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 180ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 192ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 194ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 204ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 188ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 148ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 180ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 178ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 180ms/step
1/1 [==============================] - 0s 188ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 139ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 203ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 186ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 188ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 186ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 177ms/step
1/1 [==============================] - 0s 180ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 207ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 176ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 184ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 196ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 179ms/step
1/1 [==============================] - 0s 207ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 186ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 191ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 176ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 198ms/step
1/1 [==============================] - 0s 186ms/step
1/1 [==============================] - 0s 179ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 233ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 139ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 220ms/step
1/1 [==============================] - 0s 178ms/step
1/1 [==============================] - 0s 186ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 148ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 180ms/step
1/1 [==============================] - 0s 178ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 180ms/step
1/1 [==============================] - 0s 183ms/step
1/1 [==============================] - 0s 182ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 183ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 183ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 182ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 200ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 184ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 140ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 176ms/step
1/1 [==============================] - 0s 179ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 202ms/step
1/1 [==============================] - 0s 184ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 148ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 193ms/step
1/1 [==============================] - 0s 184ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 194ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 188ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 191ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 192ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 218ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 198ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 178ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 177ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 176ms/step
1/1 [==============================] - 0s 176ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 184ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 207ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 176ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 186ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 184ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 148ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 178ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 189ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 184ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 212ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 186ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 190ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 183ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 148ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 148ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 184ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 182ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 178ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 180ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 197ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 204ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 180ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 179ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 190ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 179ms/step
1/1 [==============================] - 0s 139ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 197ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 192ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 182ms/step
1/1 [==============================] - 0s 208ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 180ms/step
1/1 [==============================] - 0s 188ms/step
1/1 [==============================] - 0s 178ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 187ms/step
1/1 [==============================] - 0s 197ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 179ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 176ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 190ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 177ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 184ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 196ms/step
1/1 [==============================] - 0s 148ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 198ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 176ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 184ms/step
1/1 [==============================] - 0s 184ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 198ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 191ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 176ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 191ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 183ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 183ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 182ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 186ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 177ms/step
1/1 [==============================] - 0s 186ms/step
1/1 [==============================] - 0s 180ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 195ms/step
1/1 [==============================] - 0s 177ms/step
1/1 [==============================] - 0s 148ms/step
1/1 [==============================] - 0s 187ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 182ms/step
1/1 [==============================] - 0s 184ms/step
1/1 [==============================] - 0s 202ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 190ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 176ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 193ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 199ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 185ms/step
1/1 [==============================] - 0s 197ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 176ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 177ms/step
1/1 [==============================] - 0s 183ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 177ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 226ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 180ms/step
1/1 [==============================] - 0s 204ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 184ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 176ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 186ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 186ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 180ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 194ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 188ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 184ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 183ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 178ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 178ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 182ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 206ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 184ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 180ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 184ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 183ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 182ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 194ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 178ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 140ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 180ms/step
1/1 [==============================] - 0s 179ms/step
1/1 [==============================] - 0s 229ms/step
1/1 [==============================] - 0s 182ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 196ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 236ms/step
1/1 [==============================] - 0s 189ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 178ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 183ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 184ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 183ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 180ms/step
1/1 [==============================] - 0s 177ms/step
1/1 [==============================] - 0s 189ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 187ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 140ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 176ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 192ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 176ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 192ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 192ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 186ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 184ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 180ms/step
1/1 [==============================] - 0s 191ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 183ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 195ms/step
1/1 [==============================] - 0s 220ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 192ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 178ms/step
1/1 [==============================] - 0s 191ms/step
1/1 [==============================] - 0s 176ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 180ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 178ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 176ms/step
1/1 [==============================] - 0s 198ms/step
1/1 [==============================] - 0s 182ms/step
1/1 [==============================] - 0s 191ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 187ms/step
1/1 [==============================] - 0s 202ms/step
1/1 [==============================] - 0s 195ms/step
1/1 [==============================] - 0s 242ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 179ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 179ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 183ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 176ms/step
1/1 [==============================] - 0s 180ms/step
1/1 [==============================] - 0s 184ms/step
1/1 [==============================] - 0s 183ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 210ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 191ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 183ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 176ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 180ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 184ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 148ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 184ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 203ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 176ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 201ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 186ms/step
1/1 [==============================] - 0s 180ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 148ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 140ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 177ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 187ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 187ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 148ms/step
1/1 [==============================] - 0s 176ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 138ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 201ms/step
1/1 [==============================] - 0s 177ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 178ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 200ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 178ms/step
1/1 [==============================] - 0s 187ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 178ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 140ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 177ms/step
1/1 [==============================] - 0s 185ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 203ms/step
1/1 [==============================] - 0s 193ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 177ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 176ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 177ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 179ms/step
1/1 [==============================] - 0s 182ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 185ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 176ms/step
1/1 [==============================] - 0s 177ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 140ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 140ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 177ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 188ms/step
1/1 [==============================] - 0s 140ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 187ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 203ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 183ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 182ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 140ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 179ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 242ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 188ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 191ms/step
1/1 [==============================] - 0s 187ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 222ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 176ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 178ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 191ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 183ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 212ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 176ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 188ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 187ms/step
1/1 [==============================] - 0s 140ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 182ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 140ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 184ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 148ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 148ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 197ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 137ms/step
1/1 [==============================] - 0s 187ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 176ms/step
1/1 [==============================] - 0s 183ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 177ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 197ms/step
1/1 [==============================] - 0s 186ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 178ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 186ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 196ms/step
1/1 [==============================] - 0s 189ms/step
1/1 [==============================] - 0s 183ms/step
1/1 [==============================] - 0s 183ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 187ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 183ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 183ms/step
1/1 [==============================] - 0s 213ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 148ms/step
1/1 [==============================] - 0s 180ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 197ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 197ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 184ms/step
1/1 [==============================] - 0s 148ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 148ms/step
1/1 [==============================] - 0s 188ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 180ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 148ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 178ms/step
1/1 [==============================] - 0s 182ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 179ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 200ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 189ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 183ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 182ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 186ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 148ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 138ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 148ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 148ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 148ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 180ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 183ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 139ms/step
1/1 [==============================] - 0s 179ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 180ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 140ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 148ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 148ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 205ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 177ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 215ms/step
1/1 [==============================] - 0s 148ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 178ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 148ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 148ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 177ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 148ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 182ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 177ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 177ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 184ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 177ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 148ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 137ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 148ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 182ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 191ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 184ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 180ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 192ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 148ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 148ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 176ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 182ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 211ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 182ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 195ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 234ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 217ms/step
1/1 [==============================] - 0s 232ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 184ms/step
1/1 [==============================] - 0s 256ms/step
1/1 [==============================] - 0s 176ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 320ms/step
1/1 [==============================] - 0s 176ms/step
1/1 [==============================] - 0s 264ms/step
1/1 [==============================] - 0s 217ms/step
1/1 [==============================] - 0s 223ms/step
1/1 [==============================] - 0s 176ms/step
1/1 [==============================] - 0s 208ms/step
1/1 [==============================] - 0s 213ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 186ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 183ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 220ms/step
1/1 [==============================] - 0s 213ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 186ms/step
1/1 [==============================] - 0s 233ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 216ms/step
1/1 [==============================] - 0s 188ms/step
1/1 [==============================] - 0s 190ms/step
1/1 [==============================] - 0s 178ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 140ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 219ms/step
1/1 [==============================] - 0s 207ms/step
1/1 [==============================] - 0s 180ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 178ms/step
1/1 [==============================] - 0s 206ms/step
1/1 [==============================] - 0s 180ms/step
1/1 [==============================] - 0s 179ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 184ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 193ms/step
1/1 [==============================] - 0s 192ms/step
1/1 [==============================] - 0s 180ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 215ms/step
1/1 [==============================] - 0s 191ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 187ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 217ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 183ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 188ms/step
1/1 [==============================] - 0s 191ms/step
1/1 [==============================] - 0s 185ms/step
1/1 [==============================] - 0s 180ms/step
1/1 [==============================] - 0s 177ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 184ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 211ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 189ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 176ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 177ms/step
1/1 [==============================] - 0s 185ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 194ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 196ms/step
1/1 [==============================] - 0s 197ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 213ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 182ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 178ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 191ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 180ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 205ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 140ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 148ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 180ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 148ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 185ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 180ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 148ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 148ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 139ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 185ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 203ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 191ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 180ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 138ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 190ms/step
1/1 [==============================] - 0s 183ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 183ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 204ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 180ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 188ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 182ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 179ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 185ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 185ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 176ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 137ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 179ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 182ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 185ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 180ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 188ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 137ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 178ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 188ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 192ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 180ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 191ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 192ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 136ms/step
1/1 [==============================] - 0s 224ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 193ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 182ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 148ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 183ms/step
1/1 [==============================] - 0s 192ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 176ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 214ms/step
1/1 [==============================] - 0s 137ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 176ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 203ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 183ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 189ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 176ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 182ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 192ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 138ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 134ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 182ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 180ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 177ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 178ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 135ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 139ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 183ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 190ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 189ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 178ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 138ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 185ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 134ms/step
1/1 [==============================] - 0s 179ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 193ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 185ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 179ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 186ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 134ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 178ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 134ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 189ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 213ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 188ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 184ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 179ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 148ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 148ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 185ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 138ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 190ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 148ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 180ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 186ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 182ms/step
1/1 [==============================] - 0s 179ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 178ms/step
1/1 [==============================] - 0s 179ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 178ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 188ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 190ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 177ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 193ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 179ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 176ms/step
1/1 [==============================] - 0s 138ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 187ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 198ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 196ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 186ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 185ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 180ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 185ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 185ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 177ms/step
1/1 [==============================] - 0s 185ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 193ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 200ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 183ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 200ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 176ms/step
1/1 [==============================] - 0s 148ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 182ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 134ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 186ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 188ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 197ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 136ms/step
1/1 [==============================] - 0s 182ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 140ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 180ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 177ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 134ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 148ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 180ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 189ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 180ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 178ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 140ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 134ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 188ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 184ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 182ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 186ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 188ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 188ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 177ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 179ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 148ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 196ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 180ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 183ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 206ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 183ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 138ms/step
1/1 [==============================] - 0s 176ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 140ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 179ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 191ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 178ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 184ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 138ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 183ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 137ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 135ms/step
1/1 [==============================] - 0s 178ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 202ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 203ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 177ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 178ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 137ms/step
1/1 [==============================] - 0s 197ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 207ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 180ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 212ms/step
1/1 [==============================] - 0s 180ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 184ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 185ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 189ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 185ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 188ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 178ms/step
1/1 [==============================] - 0s 200ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 178ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 187ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 200ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 182ms/step
1/1 [==============================] - 0s 196ms/step
1/1 [==============================] - 0s 200ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 182ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 186ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 182ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 186ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 179ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 137ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 185ms/step
1/1 [==============================] - 0s 192ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 180ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 189ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 140ms/step
1/1 [==============================] - 0s 200ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 196ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 192ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 180ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 180ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 197ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 197ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 182ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 190ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 182ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 148ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 184ms/step
1/1 [==============================] - 0s 139ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 180ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 182ms/step
1/1 [==============================] - 0s 184ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 184ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 183ms/step
1/1 [==============================] - 0s 182ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 188ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 178ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 178ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 180ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 138ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 194ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 186ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 220ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 140ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 197ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 148ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 183ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 184ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 178ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 184ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 212ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 194ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 182ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 183ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 184ms/step
1/1 [==============================] - 0s 183ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 184ms/step
1/1 [==============================] - 0s 183ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 182ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 177ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 197ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 197ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 189ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 173ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 202ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 164ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 185ms/step
1/1 [==============================] - 0s 183ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 174ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 146ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 185ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 148ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 134ms/step
1/1 [==============================] - 0s 160ms/step
1/1 [==============================] - 0s 175ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 180ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 143ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 171ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 189ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 181ms/step
1/1 [==============================] - 0s 145ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 196ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 156ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 200ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 153ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 152ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 185ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 167ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 157ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 162ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 169ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 134ms/step
1/1 [==============================] - 0s 147ms/step
1/1 [==============================] - 0s 141ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 158ms/step
1/1 [==============================] - 0s 178ms/step
1/1 [==============================] - 0s 151ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 184ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 170ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 150ms/step
1/1 [==============================] - 0s 163ms/step
1/1 [==============================] - 0s 161ms/step
1/1 [==============================] - 0s 159ms/step
1/1 [==============================] - 0s 193ms/step
1/1 [==============================] - 0s 155ms/step
1/1 [==============================] - 0s 142ms/step
1/1 [==============================] - 0s 172ms/step
1/1 [==============================] - 0s 149ms/step
1/1 [==============================] - 0s 166ms/step
1/1 [==============================] - 0s 197ms/step
1/1 [==============================] - 0s 165ms/step
1/1 [==============================] - 0s 168ms/step
1/1 [==============================] - 0s 144ms/step
1/1 [==============================] - 0s 154ms/step
1/1 [==============================] - 0s 361ms/step
1/1 [==============================] - 0s 273ms/step
1/1 [==============================] - 0s 300ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 295ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 275ms/step
1/1 [==============================] - 0s 228ms/step
1/1 [==============================] - 0s 275ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 294ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 240ms/step
1/1 [==============================] - 0s 244ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 297ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 305ms/step
1/1 [==============================] - 0s 275ms/step
1/1 [==============================] - 0s 233ms/step
1/1 [==============================] - 0s 299ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 306ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 361ms/step
1/1 [==============================] - 0s 269ms/step
1/1 [==============================] - 0s 281ms/step
1/1 [==============================] - 0s 234ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 239ms/step
1/1 [==============================] - 0s 228ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 289ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 267ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 298ms/step
1/1 [==============================] - 0s 246ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 242ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 246ms/step
1/1 [==============================] - 0s 360ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 298ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 299ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 297ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 245ms/step
1/1 [==============================] - 0s 314ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 313ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 275ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 289ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 281ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 281ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 248ms/step
1/1 [==============================] - 0s 242ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 228ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 234ms/step
1/1 [==============================] - 0s 275ms/step
1/1 [==============================] - 0s 244ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 242ms/step
1/1 [==============================] - 0s 268ms/step
1/1 [==============================] - 0s 244ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 297ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 297ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 291ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 260ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 319ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 244ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 267ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 275ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 297ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 275ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 284ms/step
1/1 [==============================] - 0s 269ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 283ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 268ms/step
1/1 [==============================] - 0s 269ms/step
1/1 [==============================] - 0s 281ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 234ms/step
1/1 [==============================] - 0s 346ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 298ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 281ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 298ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 298ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 263ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 234ms/step
1/1 [==============================] - 0s 313ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 298ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 267ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 298ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 306ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 267ms/step
1/1 [==============================] - 0s 254ms/step
1/1 [==============================] - 0s 305ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 313ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 289ms/step
1/1 [==============================] - 0s 249ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 267ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 345ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 353ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 313ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 313ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 298ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 285ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 298ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 260ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 306ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 305ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 296ms/step
1/1 [==============================] - 0s 242ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 265ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 305ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 279ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 244ms/step
1/1 [==============================] - 0s 242ms/step
1/1 [==============================] - 0s 298ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 308ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 238ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 269ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 305ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 286ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 234ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 237ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 304ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 262ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 297ms/step
1/1 [==============================] - 0s 249ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 297ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 252ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 298ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 306ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 297ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 306ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 297ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 275ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 236ms/step
1/1 [==============================] - 0s 275ms/step
1/1 [==============================] - 0s 233ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 267ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 281ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 269ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 297ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 297ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 289ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 238ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 276ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 308ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 228ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 305ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 305ms/step
1/1 [==============================] - 0s 234ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 289ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 298ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 305ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 311ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 336ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 275ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 228ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 242ms/step
1/1 [==============================] - 0s 298ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 297ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 305ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 226ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 244ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 244ms/step
1/1 [==============================] - 0s 307ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 275ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 267ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 289ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 308ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 313ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 297ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 269ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 234ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 281ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 305ms/step
1/1 [==============================] - 0s 261ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 298ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 236ms/step
1/1 [==============================] - 0s 267ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 297ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 286ms/step
1/1 [==============================] - 0s 261ms/step
1/1 [==============================] - 0s 301ms/step
1/1 [==============================] - 0s 264ms/step
1/1 [==============================] - 0s 280ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 288ms/step
1/1 [==============================] - 0s 240ms/step
1/1 [==============================] - 0s 267ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 245ms/step
1/1 [==============================] - 0s 245ms/step
1/1 [==============================] - 0s 342ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 297ms/step
1/1 [==============================] - 0s 256ms/step
1/1 [==============================] - 0s 262ms/step
1/1 [==============================] - 0s 262ms/step
1/1 [==============================] - 0s 254ms/step
1/1 [==============================] - 0s 283ms/step
1/1 [==============================] - 0s 248ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 281ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 252ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 289ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 301ms/step
1/1 [==============================] - 0s 254ms/step
1/1 [==============================] - 0s 254ms/step
1/1 [==============================] - 0s 254ms/step
1/1 [==============================] - 0s 260ms/step
1/1 [==============================] - 0s 252ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 275ms/step
1/1 [==============================] - 0s 242ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 277ms/step
1/1 [==============================] - 0s 247ms/step
1/1 [==============================] - 0s 283ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 249ms/step
1/1 [==============================] - 0s 310ms/step
1/1 [==============================] - 0s 242ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 239ms/step
1/1 [==============================] - 0s 247ms/step
1/1 [==============================] - 0s 294ms/step
1/1 [==============================] - 0s 241ms/step
1/1 [==============================] - 0s 249ms/step
1/1 [==============================] - 0s 255ms/step
1/1 [==============================] - 0s 318ms/step
1/1 [==============================] - 0s 248ms/step
1/1 [==============================] - 0s 269ms/step
1/1 [==============================] - 0s 341ms/step
1/1 [==============================] - 0s 333ms/step
1/1 [==============================] - 0s 247ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 297ms/step
1/1 [==============================] - 0s 267ms/step
1/1 [==============================] - 0s 285ms/step
1/1 [==============================] - 0s 249ms/step
1/1 [==============================] - 0s 285ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 308ms/step
1/1 [==============================] - 0s 260ms/step
1/1 [==============================] - 0s 272ms/step
1/1 [==============================] - 0s 309ms/step
1/1 [==============================] - 0s 254ms/step
1/1 [==============================] - 0s 272ms/step
1/1 [==============================] - 0s 260ms/step
1/1 [==============================] - 0s 238ms/step
1/1 [==============================] - 0s 309ms/step
1/1 [==============================] - 0s 260ms/step
1/1 [==============================] - 0s 257ms/step
1/1 [==============================] - 0s 267ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 298ms/step
1/1 [==============================] - 0s 228ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 302ms/step
1/1 [==============================] - 0s 275ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 228ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 270ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 267ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 260ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 275ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 267ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 267ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 262ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 275ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 273ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 267ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 281ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 328ms/step
1/1 [==============================] - 0s 242ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 298ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 300ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 244ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 297ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 230ms/step
1/1 [==============================] - 0s 265ms/step
1/1 [==============================] - 0s 244ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 289ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 242ms/step
1/1 [==============================] - 0s 305ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 306ms/step
1/1 [==============================] - 0s 252ms/step
1/1 [==============================] - 0s 257ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 297ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 295ms/step
1/1 [==============================] - 0s 262ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 228ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 228ms/step
1/1 [==============================] - 0s 228ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 268ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 255ms/step
1/1 [==============================] - 0s 252ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 313ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 308ms/step
1/1 [==============================] - 0s 234ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 313ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 352ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 298ms/step
1/1 [==============================] - 0s 244ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 293ms/step
1/1 [==============================] - 0s 236ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 283ms/step
1/1 [==============================] - 0s 253ms/step
1/1 [==============================] - 0s 260ms/step
1/1 [==============================] - 0s 242ms/step
1/1 [==============================] - 0s 252ms/step
1/1 [==============================] - 0s 275ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 256ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 298ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 305ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 328ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 260ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 281ms/step
1/1 [==============================] - 0s 252ms/step
1/1 [==============================] - 0s 267ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 239ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 257ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 289ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 287ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 267ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 297ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 281ms/step
1/1 [==============================] - 0s 234ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 267ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 246ms/step
1/1 [==============================] - 0s 299ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 275ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 283ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 310ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 297ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 232ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 281ms/step
1/1 [==============================] - 0s 241ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 267ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 321ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 260ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 244ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 275ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 289ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 297ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 289ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 297ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 297ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 268ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 298ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 267ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 275ms/step
1/1 [==============================] - 0s 252ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 281ms/step
1/1 [==============================] - 0s 262ms/step
1/1 [==============================] - 0s 242ms/step
1/1 [==============================] - 0s 263ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 281ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 289ms/step
1/1 [==============================] - 0s 242ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 297ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 236ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 328ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 260ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 234ms/step
1/1 [==============================] - 0s 244ms/step
1/1 [==============================] - 0s 267ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 298ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 305ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 252ms/step
1/1 [==============================] - 0s 321ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 297ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 298ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 275ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 289ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 240ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 237ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 267ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 275ms/step
1/1 [==============================] - 0s 234ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 260ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 298ms/step
1/1 [==============================] - 0s 253ms/step
1/1 [==============================] - 0s 298ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 228ms/step
1/1 [==============================] - 0s 298ms/step
1/1 [==============================] - 0s 262ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 236ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 297ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 236ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 306ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 298ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 298ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 228ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 298ms/step
1/1 [==============================] - 0s 228ms/step
1/1 [==============================] - 0s 252ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 228ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 236ms/step
1/1 [==============================] - 0s 267ms/step
1/1 [==============================] - 0s 228ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 254ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 228ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 275ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 236ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 298ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 228ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 275ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 279ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 267ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 252ms/step
1/1 [==============================] - 0s 305ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 238ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 255ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 237ms/step
1/1 [==============================] - 0s 267ms/step
1/1 [==============================] - 0s 244ms/step
1/1 [==============================] - 0s 281ms/step
1/1 [==============================] - 0s 233ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 337ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 305ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 275ms/step
1/1 [==============================] - 0s 297ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 280ms/step
1/1 [==============================] - 0s 228ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 236ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 267ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 244ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 275ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 334ms/step
1/1 [==============================] - 0s 275ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 260ms/step
1/1 [==============================] - 0s 289ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 244ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 275ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 267ms/step
1/1 [==============================] - 0s 228ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 298ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 281ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 249ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 249ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 244ms/step
1/1 [==============================] - 0s 257ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 239ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 252ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 267ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 253ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 236ms/step
1/1 [==============================] - 0s 236ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 244ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 289ms/step
1/1 [==============================] - 0s 272ms/step
1/1 [==============================] - 0s 305ms/step
1/1 [==============================] - 0s 260ms/step
1/1 [==============================] - 0s 300ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 313ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 275ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 297ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 242ms/step
1/1 [==============================] - 0s 275ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 275ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 285ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 275ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 298ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 275ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 305ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 257ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 301ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 305ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 289ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 234ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 233ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 280ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 244ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 252ms/step
1/1 [==============================] - 0s 236ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 267ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 298ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 275ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 244ms/step
1/1 [==============================] - 0s 297ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 267ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 267ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 352ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 337ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 297ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 281ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 236ms/step
1/1 [==============================] - 0s 267ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 298ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 253ms/step
1/1 [==============================] - 0s 313ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 269ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 322ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 288ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 288ms/step
1/1 [==============================] - 0s 301ms/step
1/1 [==============================] - 0s 244ms/step
1/1 [==============================] - 0s 263ms/step
1/1 [==============================] - 0s 311ms/step
1/1 [==============================] - 0s 248ms/step
1/1 [==============================] - 0s 315ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 264ms/step
1/1 [==============================] - 0s 260ms/step
1/1 [==============================] - 0s 261ms/step
1/1 [==============================] - 0s 331ms/step
1/1 [==============================] - 0s 253ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 270ms/step
1/1 [==============================] - 0s 285ms/step
1/1 [==============================] - 0s 254ms/step
1/1 [==============================] - 0s 271ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 278ms/step
1/1 [==============================] - 0s 267ms/step
1/1 [==============================] - 0s 257ms/step
1/1 [==============================] - 0s 271ms/step
1/1 [==============================] - 0s 241ms/step
1/1 [==============================] - 0s 267ms/step
1/1 [==============================] - 0s 262ms/step
1/1 [==============================] - 0s 265ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 271ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 278ms/step
1/1 [==============================] - 0s 262ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 276ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 263ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 295ms/step
1/1 [==============================] - 0s 254ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 278ms/step
1/1 [==============================] - 0s 242ms/step
1/1 [==============================] - 0s 272ms/step
1/1 [==============================] - 0s 257ms/step
1/1 [==============================] - 0s 261ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 252ms/step
1/1 [==============================] - 0s 288ms/step
1/1 [==============================] - 0s 270ms/step
1/1 [==============================] - 0s 236ms/step
1/1 [==============================] - 0s 252ms/step
1/1 [==============================] - 0s 276ms/step
1/1 [==============================] - 0s 269ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 262ms/step
1/1 [==============================] - 0s 264ms/step
1/1 [==============================] - 0s 228ms/step
1/1 [==============================] - 0s 254ms/step
1/1 [==============================] - 0s 316ms/step
1/1 [==============================] - 0s 245ms/step
1/1 [==============================] - 0s 252ms/step
1/1 [==============================] - 0s 306ms/step
1/1 [==============================] - 0s 256ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 264ms/step
1/1 [==============================] - 0s 265ms/step
1/1 [==============================] - 0s 295ms/step
1/1 [==============================] - 0s 276ms/step
1/1 [==============================] - 0s 232ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 268ms/step
1/1 [==============================] - 0s 234ms/step
1/1 [==============================] - 0s 264ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 279ms/step
1/1 [==============================] - 0s 288ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 306ms/step
1/1 [==============================] - 0s 265ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 246ms/step
1/1 [==============================] - 0s 305ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 267ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 279ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 298ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 306ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 238ms/step
1/1 [==============================] - 0s 244ms/step
1/1 [==============================] - 0s 298ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 298ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 228ms/step
1/1 [==============================] - 0s 244ms/step
1/1 [==============================] - 0s 297ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 297ms/step
1/1 [==============================] - 0s 233ms/step
1/1 [==============================] - 0s 267ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 298ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 234ms/step
1/1 [==============================] - 0s 252ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 267ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 283ms/step
1/1 [==============================] - 0s 236ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 289ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 252ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 297ms/step
1/1 [==============================] - 0s 256ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 247ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 312ms/step
1/1 [==============================] - 0s 260ms/step
1/1 [==============================] - 0s 281ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 244ms/step
1/1 [==============================] - 0s 234ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 337ms/step
1/1 [==============================] - 0s 283ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 267ms/step
1/1 [==============================] - 0s 238ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 267ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 313ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 305ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 297ms/step
1/1 [==============================] - 0s 244ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 236ms/step
1/1 [==============================] - 0s 289ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 292ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 305ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 297ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 313ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 313ms/step
1/1 [==============================] - 0s 228ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 275ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 306ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 247ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 275ms/step
1/1 [==============================] - 0s 244ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 234ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 221ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 275ms/step
1/1 [==============================] - 0s 261ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 275ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 289ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 270ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 265ms/step
1/1 [==============================] - 0s 256ms/step
1/1 [==============================] - 0s 267ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 281ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 228ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 246ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 244ms/step
1/1 [==============================] - 0s 291ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 228ms/step
1/1 [==============================] - 0s 298ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 297ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 281ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 306ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 275ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 313ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 228ms/step
1/1 [==============================] - 0s 267ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 232ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 297ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 298ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 297ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 298ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 291ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 281ms/step
1/1 [==============================] - 0s 273ms/step
1/1 [==============================] - 0s 281ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 297ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 244ms/step
1/1 [==============================] - 0s 305ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 313ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 297ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 298ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 275ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 267ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 301ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 244ms/step
1/1 [==============================] - 0s 244ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 254ms/step
1/1 [==============================] - 0s 244ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 252ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 267ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 267ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 305ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 240ms/step
1/1 [==============================] - 0s 252ms/step
1/1 [==============================] - 0s 267ms/step
1/1 [==============================] - 0s 244ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 246ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 298ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 252ms/step
1/1 [==============================] - 0s 260ms/step
1/1 [==============================] - 0s 234ms/step
1/1 [==============================] - 0s 298ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 267ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 239ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 265ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 298ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 236ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 275ms/step
1/1 [==============================] - 0s 244ms/step
1/1 [==============================] - 0s 283ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 287ms/step
1/1 [==============================] - 0s 234ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 313ms/step
1/1 [==============================] - 0s 234ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 297ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 298ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 244ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 260ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 353ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 289ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 244ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 228ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 234ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 297ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 297ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 244ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 228ms/step
1/1 [==============================] - 0s 260ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 253ms/step
1/1 [==============================] - 0s 298ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 283ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 283ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 275ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 313ms/step
1/1 [==============================] - 0s 236ms/step
1/1 [==============================] - 0s 275ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 242ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 268ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 267ms/step
1/1 [==============================] - 0s 275ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 275ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 228ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 267ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 275ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 267ms/step
1/1 [==============================] - 0s 252ms/step
1/1 [==============================] - 0s 322ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 252ms/step
1/1 [==============================] - 0s 275ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 298ms/step
1/1 [==============================] - 0s 246ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 268ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 313ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 305ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 341ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 276ms/step
1/1 [==============================] - 0s 239ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 275ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 248ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 281ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 298ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 260ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 246ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 281ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 301ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 275ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 297ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 291ms/step
1/1 [==============================] - 0s 244ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 301ms/step
1/1 [==============================] - 0s 271ms/step
1/1 [==============================] - 0s 271ms/step
1/1 [==============================] - 0s 254ms/step
1/1 [==============================] - 0s 283ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 262ms/step
1/1 [==============================] - 0s 344ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 284ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 231ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 306ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 306ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 305ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 281ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 298ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 252ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 275ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 244ms/step
1/1 [==============================] - 0s 298ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 267ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 246ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 271ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 242ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 306ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 269ms/step
1/1 [==============================] - 0s 262ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 298ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 236ms/step
1/1 [==============================] - 0s 306ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 306ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 297ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 298ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 298ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 293ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 304ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 267ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 317ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 246ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 264ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 267ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 244ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 309ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 298ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 298ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 242ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 253ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 297ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 315ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 273ms/step
1/1 [==============================] - 0s 246ms/step
1/1 [==============================] - 0s 269ms/step
1/1 [==============================] - 0s 275ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 298ms/step
1/1 [==============================] - 0s 272ms/step
1/1 [==============================] - 0s 262ms/step
1/1 [==============================] - 0s 244ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 262ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 270ms/step
1/1 [==============================] - 0s 241ms/step
1/1 [==============================] - 0s 260ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 232ms/step
1/1 [==============================] - 0s 277ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 283ms/step
1/1 [==============================] - 0s 242ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 244ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 269ms/step
1/1 [==============================] - 0s 269ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 264ms/step
1/1 [==============================] - 0s 264ms/step
1/1 [==============================] - 0s 261ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 234ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 244ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 267ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 297ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 253ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 275ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 252ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 267ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 267ms/step
1/1 [==============================] - 0s 261ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 234ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 265ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 248ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 245ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 236ms/step
1/1 [==============================] - 0s 260ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 305ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 248ms/step
1/1 [==============================] - 0s 248ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 306ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 255ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 234ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 267ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 241ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 267ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 297ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 228ms/step
1/1 [==============================] - 0s 228ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 336ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 305ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 228ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 289ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 298ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 260ms/step
1/1 [==============================] - 0s 265ms/step
1/1 [==============================] - 0s 241ms/step
1/1 [==============================] - 0s 234ms/step
1/1 [==============================] - 0s 267ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 293ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 275ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 244ms/step
1/1 [==============================] - 0s 298ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 253ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 236ms/step
1/1 [==============================] - 0s 244ms/step
1/1 [==============================] - 0s 298ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 306ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 329ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 345ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 298ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 281ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 234ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 298ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 248ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 244ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 275ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 273ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 298ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 252ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 228ms/step
1/1 [==============================] - 0s 241ms/step
1/1 [==============================] - 0s 242ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 238ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 267ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 297ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 267ms/step
1/1 [==============================] - 0s 228ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 306ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 297ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 306ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 308ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 330ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 313ms/step
1/1 [==============================] - 0s 234ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 289ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 253ms/step
1/1 [==============================] - 0s 360ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 280ms/step
1/1 [==============================] - 0s 278ms/step
1/1 [==============================] - 0s 270ms/step
1/1 [==============================] - 0s 267ms/step
1/1 [==============================] - 0s 270ms/step
1/1 [==============================] - 0s 264ms/step
1/1 [==============================] - 0s 285ms/step
1/1 [==============================] - 0s 252ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 245ms/step
1/1 [==============================] - 0s 254ms/step
1/1 [==============================] - 0s 256ms/step
1/1 [==============================] - 0s 264ms/step
1/1 [==============================] - 0s 246ms/step
1/1 [==============================] - 0s 281ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 249ms/step
1/1 [==============================] - 0s 253ms/step
1/1 [==============================] - 0s 272ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 240ms/step
1/1 [==============================] - 0s 280ms/step
1/1 [==============================] - 0s 256ms/step
1/1 [==============================] - 0s 264ms/step
1/1 [==============================] - 0s 280ms/step
1/1 [==============================] - 0s 255ms/step
1/1 [==============================] - 0s 260ms/step
1/1 [==============================] - 0s 288ms/step
1/1 [==============================] - 0s 261ms/step
1/1 [==============================] - 0s 263ms/step
1/1 [==============================] - 0s 260ms/step
1/1 [==============================] - 0s 232ms/step
1/1 [==============================] - 0s 352ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 248ms/step
1/1 [==============================] - 0s 240ms/step
1/1 [==============================] - 0s 256ms/step
1/1 [==============================] - 0s 292ms/step
1/1 [==============================] - 0s 267ms/step
1/1 [==============================] - 0s 264ms/step
1/1 [==============================] - 0s 254ms/step
1/1 [==============================] - 0s 272ms/step
1/1 [==============================] - 0s 273ms/step
1/1 [==============================] - 0s 246ms/step
1/1 [==============================] - 0s 268ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 267ms/step
1/1 [==============================] - 0s 288ms/step
1/1 [==============================] - 0s 239ms/step
1/1 [==============================] - 0s 248ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 257ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 228ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 300ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 321ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 273ms/step
1/1 [==============================] - 0s 252ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 285ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 297ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 254ms/step
1/1 [==============================] - 0s 291ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 241ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 261ms/step
1/1 [==============================] - 0s 306ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 239ms/step
1/1 [==============================] - 0s 282ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 244ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 298ms/step
1/1 [==============================] - 0s 258ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 267ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 333ms/step
1/1 [==============================] - 0s 240ms/step
1/1 [==============================] - 0s 246ms/step
1/1 [==============================] - 0s 297ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 263ms/step
1/1 [==============================] - 0s 240ms/step
1/1 [==============================] - 0s 294ms/step
1/1 [==============================] - 0s 233ms/step
1/1 [==============================] - 0s 256ms/step
1/1 [==============================] - 0s 310ms/step
1/1 [==============================] - 0s 237ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 249ms/step
1/1 [==============================] - 0s 248ms/step
1/1 [==============================] - 0s 338ms/step
1/1 [==============================] - 0s 245ms/step
1/1 [==============================] - 0s 295ms/step
1/1 [==============================] - 0s 248ms/step
1/1 [==============================] - 0s 271ms/step
1/1 [==============================] - 0s 234ms/step
1/1 [==============================] - 0s 279ms/step
1/1 [==============================] - 0s 247ms/step
1/1 [==============================] - 0s 240ms/step
1/1 [==============================] - 0s 262ms/step
1/1 [==============================] - 0s 279ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 271ms/step
1/1 [==============================] - 0s 252ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 232ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 250ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 248ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 266ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 267ms/step
1/1 [==============================] - 0s 244ms/step
1/1 [==============================] - 0s 228ms/step
1/1 [==============================] - 0s 313ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 274ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 227ms/step
1/1 [==============================] - 0s 290ms/step
1/1 [==============================] - 0s 289ms/step
1/1 [==============================] - 0s 281ms/step
1/1 [==============================] - 0s 241ms/step
1/1 [==============================] - 0s 245ms/step
1/1 [==============================] - 0s 330ms/step
1/1 [==============================] - 0s 234ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 237ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 267ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 297ms/step
1/1 [==============================] - 0s 235ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 243ms/step
1/1 [==============================] - 0s 259ms/step
1/1 [==============================] - 0s 267ms/step
1/1 [==============================] - 0s 251ms/step
1/1 [==============================] - 0s 297ms/step
1/1 [==============================] - 0s 235ms/step

5. Build distance metrics for identifying the distance between two similar and dissimilar images.¶

Consider distance metric as "Squared L2 distance" Squared l2 distance between 2 points (x1, y1) and (x2, y2) = (x1-x2)^2 + (y1-y2)^2

In [41]:
def distance(emb1, emb2):
    return np.sum(np.square(emb1 - emb2))
In [42]:
def show_pair(idx1, idx2):
    plt.figure(figsize = (8, 3))
    plt.suptitle(f'Distance = {distance(embeddings[idx1], embeddings[idx2]):.2f}')
    plt.subplot(121)
    plt.imshow(load_image(metadata[idx1].image_path()))
    plt.subplot(122)
    plt.imshow(load_image(metadata[idx2].image_path()))
In [43]:
show_pair(2, 3)
show_pair(2, 180)
In [44]:
show_pair(30, 31)
show_pair(30, 100)
In [45]:
show_pair(70, 72)
show_pair(70, 115)

6. Use PCA for dimensionality reduction.¶

In [46]:
train_idx = np.arange(metadata.shape[0]) % 9 != 0
test_idx = np.arange(metadata.shape[0]) % 9 == 0

# Features
X_train = np.array(embeddings)[train_idx]
X_test = np.array(embeddings)[test_idx]

# Labels
y_train = np.array([meta.name for meta in metadata[train_idx]])
y_test = np.array([meta.name for meta in metadata[test_idx]])

display(X_train.shape, X_test.shape, y_train.shape, y_test.shape)
(9320, 2622)
(1166, 2622)
(9320,)
(1166,)
In [47]:
# Encode labels
en = LabelEncoder()
y_train = en.fit_transform(y_train)
y_test = en.transform(y_test)
In [48]:
# Standarize features
sc = StandardScaler()
X_train_sc = sc.fit_transform(X_train)
X_test_sc = sc.transform(X_test)
In [49]:
# Covariance matrix
cov_matrix = np.cov(X_train_sc.T)

# Eigen values and vector
eig_vals, eig_vecs = np.linalg.eig(cov_matrix)

# Cumulative variance explained
tot = sum(eig_vals)
var_exp = [(i /tot) * 100 for i in sorted(eig_vals, reverse = True)]
cum_var_exp = np.cumsum(var_exp)

print('Cumulative Variance Explained', cum_var_exp)
Cumulative Variance Explained [ 13.54529047  19.02462685  23.06968139 ...  99.99999983  99.99999999
 100.        ]
In [50]:
# Get index where cumulative variance explained is > threshold
thres = 95
res = list(filter(lambda i: i > thres, cum_var_exp))[0]
index = (cum_var_exp.tolist().index(res))
print(f'Index of element just greater than {thres}: {str(index)}')
Index of element just greater than 95: 346
In [51]:
# Ploting 
plt.figure(figsize = (15 , 7.2))
plt.bar(range(1, eig_vals.size + 1), var_exp, alpha = 0.5, align = 'center', label = 'Individual explained variance')
plt.step(range(1, eig_vals.size + 1), cum_var_exp, where = 'mid', label = 'Cumulative explained variance')
plt.axhline(y = thres, color = 'r', linestyle = '--')
plt.axvline(x = index, color = 'r', linestyle = '--')
plt.ylabel('Explained Variance Ratio')
plt.xlabel('Principal Components')
plt.legend(loc = 'best')
plt.tight_layout()
plt.show()
In [53]:
# Reducing the dimensions
random_state=47
pca = PCA(n_components = index, random_state = random_state, svd_solver = 'full', whiten = True)
pca.fit(X_train_sc)
X_train_pca = pca.transform(X_train_sc)
X_test_pca = pca.transform(X_test_sc)
display(X_train_pca.shape, X_test_pca.shape)
(9320, 346)
(1166, 346)

7. Build an SVM classifier in order to map each image to its right person.¶

In [ ]:
#params_grid = [{'kernel': ['rbf'], 'gamma': [1e-2, 1e-3, 1e-4], 'C': [1, 10, 100, 1000], 'class_weight': ['balanced', None]}]

#svc = GridSearchCV(SVC(random_state = random_state), params_grid, cv = 3, scoring = 'f1_macro', verbose = 50, n_jobs = -1)
#svc.fit(X_train_pca, y_train)
#
#print('Best estimator found by grid search:')
#print(svc.best_estimator_)
#

#Best estimator found by grid search:
#SVC(C = 10, gamma = 0.0001, kernel = 'rbf', class_weight = 'balanced')
In [55]:
#Best estimator found by grid search:
#SVC(C = 10, gamma = 0.0001, kernel = 'rbf', class_weight = 'balanced')
In [115]:
svc_pca = SVC(C = 10, gamma = 0.0001, kernel = 'rbf', class_weight = 'balanced', random_state = random_state)
svc_pca.fit(X_train_pca, y_train)
print('SVC accuracy for train set: {0:.3f}'.format(svc_pca.score(X_train_pca, y_train)))
SVC accuracy for train set: 0.994
In [116]:
# Predict
y_pred = svc_pca.predict(X_test_pca)

# Accuracy Score
print('Accuracy Score: {}'.format(accuracy_score(y_test, y_pred).round(3)))
Accuracy Score: 0.961
In [117]:
names = [name.split('_')[1].title().strip() for name in labels]

# Classification Report
print('Classification Report: \n{}'.format(classification_report(y_test, y_pred, target_names = np.unique(names))))
Classification Report: 
                          precision    recall  f1-score   support

              Aaron Paul       1.00      0.90      0.95        10
      Alexandra Daddario       0.91      1.00      0.95        10
            Alvaro Morte       1.00      1.00      1.00        14
Alycia Debnam Carey Face       1.00      1.00      1.00        12
             Amanda Crew       1.00      1.00      1.00         7
          Amaury Nolasco       0.89      0.89      0.89         9
        Amber Heard Face       1.00      1.00      1.00         7
               Anna Gunn       1.00      1.00      1.00        14
           Anne Hathaway       1.00      1.00      1.00        14
     Barbara Palvin Face       1.00      1.00      1.00         9
      Bellamy Blake Face       0.87      0.93      0.90        14
    Benedict Cumberbatch       1.00      1.00      1.00        12
            Betsy Brandt       1.00      1.00      1.00        10
              Bill Gates       1.00      0.90      0.95        10
        Brenton Thwaites       1.00      1.00      1.00        15
             Brie Larson       0.94      1.00      0.97        15
            Brit Marling       0.80      1.00      0.89        12
          Bryan Cranston       1.00      1.00      1.00        14
              Caity Lotz       1.00      1.00      1.00        12
        Cameron Monaghan       1.00      1.00      1.00        14
   Chadwick Boseman Face       0.89      0.94      0.91        17
          Chance Perdomo       0.82      1.00      0.90         9
             Chris Evans       0.93      0.93      0.93        14
             Chris Pratt       1.00      1.00      1.00        14
          Cobie Smulders       0.93      0.87      0.90        15
      Danielle Panabaker       1.00      1.00      1.00        14
             Dave Franco       0.93      1.00      0.96        13
            David Mazouz       1.00      1.00      1.00        11
         Dominic Purcell       0.92      1.00      0.96        12
                   Drake       1.00      0.86      0.92         7
           Dua Lipa Face       1.00      1.00      1.00        11
          Dwayne Johnson       1.00      1.00      1.00        11
            Eliza Taylor       1.00      1.00      1.00        12
    Elizabeth Olsen Face       1.00      0.90      0.95        10
               Elon Musk       1.00      0.94      0.97        16
           Emilia Clarke       0.92      0.92      0.92        13
     Emily Bett Rickards       1.00      0.83      0.91         6
              Emma Stone       1.00      1.00      1.00        13
        Emma Watson Face       1.00      1.00      1.00         8
          Gal Gadot Face       1.00      1.00      1.00        15
       Grant Gustin Face       1.00      0.91      0.95        11
         Gwyneth Paltrow       1.00      1.00      1.00         8
             Henry Cavil       1.00      1.00      1.00        14
            Jason Isaacs       0.50      0.88      0.64         8
             Jason Momoa       0.92      1.00      0.96        11
              Jeff Bezos       1.00      1.00      1.00         7
           Jeremy Renner       1.00      0.88      0.93         8
         Jesse Eisenberg       1.00      1.00      1.00        11
             Jim Parsons       1.00      0.91      0.95        11
            Jon Bernthal       1.00      1.00      1.00        11
             Josh Radnor       1.00      0.92      0.96        13
           Kit Harington       0.94      0.94      0.94        16
    Kristen Stewart Face       0.85      0.92      0.88        12
          Krysten Ritter       0.88      1.00      0.93        14
         Kumail Nanjiani       0.85      1.00      0.92        11
     Lindsey Morgan Face       0.91      1.00      0.95        10
         Maisie Williams       1.00      0.89      0.94         9
      Margot Robbie Face       0.92      1.00      0.96        11
           Maria Pedraza       1.00      1.00      1.00         9
            Mark Ruffalo       1.00      1.00      1.00        13
         Mark Zuckerberg       0.94      1.00      0.97        16
            Martin Starr       1.00      1.00      1.00        15
          Melissa Benoit       1.00      0.89      0.94        18
           Miguel Herran       0.94      1.00      0.97        16
             Mike Colter       1.00      0.94      0.97        17
      Millie Bobby Brown       0.94      1.00      0.97        17
         Morena Baccarin       1.00      0.94      0.97        16
          Morgan Freeman       1.00      0.80      0.89        10
     Neil Patrick Harris       1.00      1.00      1.00        10
               Paul Rudd       0.93      1.00      0.97        14
            Pedro Alonso       1.00      1.00      1.00        13
          Peter Dinklage       1.00      1.00      1.00        12
              Rami Melek       1.00      0.75      0.86         4
                 Rihanna       1.00      1.00      1.00        15
                Rj Mitte       0.89      0.67      0.76        12
   Robert Downey Jr Face       1.00      1.00      1.00        20
          Robert Knepper       1.00      1.00      1.00         9
            Robin Taylor       0.94      0.89      0.91        18
           Ryan Reynolds       1.00      0.94      0.97        18
     Sarah Wayne Callies       1.00      1.00      1.00        13
      Scarlett Johansson       0.93      1.00      0.97        14
            Sean Pertwee       1.00      0.90      0.95        10
          Sebastian Stan       0.93      0.93      0.93        14
            Selena Gomez       1.00      0.89      0.94         9
                 Shakira       1.00      0.94      0.97        16
           Sophie Turner       1.00      0.86      0.92         7
           Stephen Amell       1.00      1.00      1.00         7
           Sundar Pichai       1.00      1.00      1.00         9
          Tati Gabrielle       1.00      1.00      1.00         9
            Taylor Swift       0.93      1.00      0.97        14
      Thomas Middleditch       1.00      0.92      0.96        12
            Tom Cavanagh       0.88      0.78      0.82         9
        Tom Holland Face       1.00      1.00      1.00        11
          Ursula Corbero       1.00      1.00      1.00         5
        Wentworth Miller       0.78      1.00      0.88         7
           Willa Holland       1.00      0.91      0.95        11
        William Fichtner       1.00      1.00      1.00        13
                 Zendaya       1.00      0.85      0.92        13

                accuracy                           0.96      1166
               macro avg       0.96      0.96      0.96      1166
            weighted avg       0.97      0.96      0.96      1166

8. Import and display the the test images.¶

Hint: ‘Benedict Cumberbatch9.jpg’ and ‘Dwayne Johnson4.jpg’ are the test images.

In [104]:
img_path1 = "Benedict Cumberbatch9.jpg"

Test1 = load_image(img_path1)

fig = plt.figure(figsize =(15,7.2))
ax=fig.add_subplot(1,1,1)
title = "Benedict Cumberbatch9.jpg"
ax.set_title(title,fontsize=20)
_=plt.imshow(Test1)
In [105]:
img_path2 = "Dwayne Johnson4.jpg"

Test2 = load_image(img_path2)

fig = plt.figure(figsize =(15,7.2))
ax=fig.add_subplot(1,1,1)
title = "Dwayne Johnson4.jpg"
ax.set_title(title,fontsize=20)
_=plt.imshow(Test2)

9. Use the trained SVM model to predict the face on both test images.¶

In [110]:
def sample_img_plot(testimage,actualname):
  # Load image for sample_idx from test data
  sample_img = load_image(testimage)
  # Get actual name
  actual_name = actualname
  # Normalizing pixel values
  sample_img = (sample_img/255.).astype(np.float32)
  # Resize
  sample_img = cv2.resize(sample_img, (224, 224))

  # Obtain embedding vector for sample image
  embedding = vgg_face_descriptor.predict(np.expand_dims(sample_img, axis = 0))[0]
  # Scaled the vector and reshape
  embedding_scaled = sc.transform(embedding.reshape(1, -1))
  # Predict
  sample_pred = svc_pca.predict(pca.transform(embedding_scaled))
  # Transform back
  pred_name = en.inverse_transform(sample_pred)[0].split('_')[-1].title().strip()
  return sample_img, actual_name, pred_name
In [112]:
sample_img, actual_name, pred_name = sample_img_plot(img_path1,'Benedict Cumberbatch')
fig = plt.figure(figsize = (15, 7.2))
plt.axis('off')
plt.imshow(sample_img)
plt.title(f"A: {actual_name} \n P: {pred_name}", color = 'green' if actual_name == pred_name else 'red')
plt.show()
1/1 [==============================] - 0s 272ms/step
In [113]:
sample_img, actual_name, pred_name = sample_img_plot(img_path2,'Dwayne Johnson')
fig = plt.figure(figsize = (15, 7.2))
plt.axis('off')
plt.imshow(sample_img)
plt.title(f"A: {actual_name} \n P: {pred_name}", color = 'green' if actual_name == pred_name else 'red')
plt.show()
1/1 [==============================] - 0s 344ms/step